{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "7691b0e9",
   "metadata": {},
   "source": [
    "# Web数据挖掘 - 期末项目\n",
    "\n",
    "* 找到API数据的接口\n",
    "* 发送请求，请求到指定区域、职位的数据\n",
    "* 下载数据，存放到excel中\n",
    "* 数据分析：\n",
    "> 1. 地区分布\n",
    "> 2. 职能需求\n",
    "> 3. 学历要求\n",
    "> 4. 公司产业\n",
    "> 5. 薪资（平均薪资） +  分地区看薪资\n",
    "> 6. 公司规模\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "b78b3c06",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Defaulting to user installation because normal site-packages is not writeable\n",
      "Requirement already satisfied: requests-html in c:\\users\\13642224036\\appdata\\roaming\\python\\python39\\site-packages (0.10.0)\n",
      "Requirement already satisfied: parse in c:\\users\\13642224036\\appdata\\roaming\\python\\python39\\site-packages (from requests-html) (1.19.0)\n",
      "Requirement already satisfied: pyppeteer>=0.0.14 in c:\\users\\13642224036\\appdata\\roaming\\python\\python39\\site-packages (from requests-html) (1.0.2)\n",
      "Requirement already satisfied: requests in e:\\anaconda.3\\lib\\site-packages (from requests-html) (2.28.1)\n",
      "Requirement already satisfied: w3lib in e:\\anaconda.3\\lib\\site-packages (from requests-html) (1.21.0)\n",
      "Requirement already satisfied: bs4 in c:\\users\\13642224036\\appdata\\roaming\\python\\python39\\site-packages (from requests-html) (0.0.1)\n",
      "Requirement already satisfied: fake-useragent in c:\\users\\13642224036\\appdata\\roaming\\python\\python39\\site-packages (from requests-html) (1.1.3)\n",
      "Requirement already satisfied: pyquery in c:\\users\\13642224036\\appdata\\roaming\\python\\python39\\site-packages (from requests-html) (2.0.0)\n",
      "Requirement already satisfied: tqdm<5.0.0,>=4.42.1 in e:\\anaconda.3\\lib\\site-packages (from pyppeteer>=0.0.14->requests-html) (4.64.1)\n",
      "Requirement already satisfied: appdirs<2.0.0,>=1.4.3 in e:\\anaconda.3\\lib\\site-packages (from pyppeteer>=0.0.14->requests-html) (1.4.4)\n",
      "Requirement already satisfied: pyee<9.0.0,>=8.1.0 in c:\\users\\13642224036\\appdata\\roaming\\python\\python39\\site-packages (from pyppeteer>=0.0.14->requests-html) (8.2.2)\n",
      "Requirement already satisfied: websockets<11.0,>=10.0 in c:\\users\\13642224036\\appdata\\roaming\\python\\python39\\site-packages (from pyppeteer>=0.0.14->requests-html) (10.4)\n",
      "Requirement already satisfied: importlib-metadata>=1.4 in e:\\anaconda.3\\lib\\site-packages (from pyppeteer>=0.0.14->requests-html) (4.11.3)\n",
      "Requirement already satisfied: certifi>=2021 in e:\\anaconda.3\\lib\\site-packages (from pyppeteer>=0.0.14->requests-html) (2022.9.14)\n",
      "Requirement already satisfied: urllib3<2.0.0,>=1.25.8 in e:\\anaconda.3\\lib\\site-packages (from pyppeteer>=0.0.14->requests-html) (1.26.11)\n",
      "Requirement already satisfied: beautifulsoup4 in e:\\anaconda.3\\lib\\site-packages (from bs4->requests-html) (4.11.1)\n",
      "Requirement already satisfied: importlib-resources>=5.0 in c:\\users\\13642224036\\appdata\\roaming\\python\\python39\\site-packages (from fake-useragent->requests-html) (5.12.0)\n",
      "Requirement already satisfied: cssselect>=1.2.0 in c:\\users\\13642224036\\appdata\\roaming\\python\\python39\\site-packages (from pyquery->requests-html) (1.2.0)\n",
      "Requirement already satisfied: lxml>=2.1 in e:\\anaconda.3\\lib\\site-packages (from pyquery->requests-html) (4.9.1)\n",
      "Requirement already satisfied: idna<4,>=2.5 in e:\\anaconda.3\\lib\\site-packages (from requests->requests-html) (3.3)\n",
      "Requirement already satisfied: charset-normalizer<3,>=2 in e:\\anaconda.3\\lib\\site-packages (from requests->requests-html) (2.0.4)\n",
      "Requirement already satisfied: six>=1.4.1 in e:\\anaconda.3\\lib\\site-packages (from w3lib->requests-html) (1.16.0)\n",
      "Requirement already satisfied: zipp>=0.5 in e:\\anaconda.3\\lib\\site-packages (from importlib-metadata>=1.4->pyppeteer>=0.0.14->requests-html) (3.8.0)\n",
      "Requirement already satisfied: colorama in e:\\anaconda.3\\lib\\site-packages (from tqdm<5.0.0,>=4.42.1->pyppeteer>=0.0.14->requests-html) (0.4.5)\n",
      "Requirement already satisfied: soupsieve>1.2 in e:\\anaconda.3\\lib\\site-packages (from beautifulsoup4->bs4->requests-html) (2.3.1)\n"
     ]
    }
   ],
   "source": [
    "!pip install requests-html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "33f19ce4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "请输入你要查询的职位：产品经理\n",
      "请输入你要查询的地区广州\n"
     ]
    }
   ],
   "source": [
    "用户输入职位 = input(\"请输入你要查询的职位：\")\n",
    "用户输入地区 = input(\"请输入你要查询的地区\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "f5dbf270",
   "metadata": {},
   "outputs": [],
   "source": [
    "地区编码字典 = {\n",
    "    '广州':'101280100',\n",
    "    '深圳':'101280600',\n",
    "    '北京':'101010100',\n",
    "    '上海':'101020100',\n",
    "    '杭州':'101210100',\n",
    "    '天津':'101030100',\n",
    "    '西安':'101110100',\n",
    "    '苏州':'101190400',\n",
    "    '武汉':'101200100',\n",
    "    '厦门':'101230200',\n",
    "    '长沙':'101250100',\n",
    "    '成都':'101270100',\n",
    "    '郑州':'101180100',\n",
    "    '重庆':'101040100',\n",
    "    '汕头':'101280500'\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "a1f0810d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'code': 0, 'message': 'Success', 'zpData': {'resCount': 391, 'filterString': '', 'lid': '9cA8J4p6GW2', 'hasMore': True, 'jobList': [{'securityId': '2GeT_zFigmAez-X1EwXi_iCDxPnWt-0NUkit8dp2AUQQZJw0IHRs1-ibRLzPrIIALY61Izdx8--BDTAvVcoAJaELVM58CTjM-eLBdT2EL0Yha8K6b7Y~', 'bossAvatar': 'https://img.bosszhipin.com/beijin/mcs/useravatar/20190408/c485281ddd8feb8e2e2b647d04f5a545c4dabcb2add080f38c123d5df8340c63_s.jpg', 'bossCert': 3, 'encryptBossId': 'ade29867368be4931nZy3tq8F1c~', 'bossName': '冯先生', 'bossTitle': 'HRBP', 'goldHunter': 0, 'bossOnline': False, 'encryptJobId': '30e73f5dbfe6952f1XJ90tS0GVFT', 'expectId': 0, 'jobName': '高级活动运营', 'lid': '9cA8J4p6GW2.search.1', 'salaryDesc': '15-30K', 'jobLabels': ['3-5年', '本科'], 'jobValidStatus': 1, 'iconWord': '', 'skills': ['线上活动', '活动创意策划', '活动数据分析'], 'jobExperience': '3-5年', 'daysPerWeekDesc': '', 'leastMonthDesc': '', 'jobDegree': '本科', 'cityName': '广州', 'areaDistrict': '番禺区', 'businessDistrict': '南村', 'jobType': 0, 'proxyJob': 0, 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'不需要融资', 'brandIndustry': '电子商务', 'brandScaleName': '20-99人', 'welfareList': ['带薪年假', '年终奖', '底薪加提成', '绩效奖金'], 'industry': 100001, 'contact': False}, {'securityId': 'D61YVvwlkAcxi-61Dn9qErbFecSeYXVLCRQDjltkXgPXY9lw1puFrkzAFQFH2puiRh_o0tt07WZXWRubx1y3yp1PkDHxQOXJLY5Nia7UmVMKbbNlXLw~', 'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20230206/607f1f3d68754fd05b75d79b0025a4ded4b6616cb69232197db9445c81bc4887b3622c6bf69e8f33_s.jpg', 'bossCert': 3, 'encryptBossId': '4ed05cb6f1ae9ebd0nV939i6FVI~', 'bossName': '袁先生', 'bossTitle': '公司CEO', 'goldHunter': 0, 'bossOnline': False, 'encryptJobId': 'fad9b0ffd8f698b41XJ-3tW9GVVT', 'expectId': 0, 'jobName': '8000+娱乐主播-时间自由（可接受小白）', 'lid': '9cA8J4p6GW2.search.3', 'salaryDesc': '8-12K', 'jobLabels': ['经验不限', '学历不限'], 'jobValidStatus': 1, 'iconWord': '', 'skills': ['快手', '抖音', '虎牙', '娱乐才艺'], 'jobExperience': '经验不限', 'daysPerWeekDesc': '', 'leastMonthDesc': '', 'jobDegree': '学历不限', 'cityName': '广州', 'areaDistrict': '白云区', 'businessDistrict': 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'成人教育', '高数', '数学'], 'jobExperience': '经验不限', 'daysPerWeekDesc': '', 'leastMonthDesc': '', 'jobDegree': '大专', 'cityName': '广州', 'areaDistrict': '天河区', 'businessDistrict': '龙洞', 'jobType': 0, 'proxyJob': 0, 'proxyType': 0, 'anonymous': 0, 'outland': 0, 'optimal': 0, 'iconFlagList': [], 'itemId': 5, 'city': 101280100, 'isShield': 0, 'atsDirectPost': False, 'gps': None, 'lastModifyTime': 1687158832000, 'encryptBrandId': '4505ea0b5484deae0HZ53Nu6FA~~', 'brandName': '艾弗五教育', 'brandLogo': 'https://img.bosszhipin.com/beijin/upload/com/logo/20200221/010c63c80c089df55525d2125c603dae9874606c4068b3f578b37f16a026146b.jpg', 'brandStageName': '未融资', 'brandIndustry': '培训机构', 'brandScaleName': '20-99人', 'welfareList': ['免费班车', '年终奖', '保底工资', '全勤奖', '员工旅游', '带薪年假', '股票期权', '零食下午茶', '绩效奖金', '有无线网', '节日福利', '底薪加提成'], 'industry': 100303, 'contact': False}, {'securityId': 'FqZvdFtDHoucC-Z1NEzc_3Dlp4R73UgOZQ1ccjRD9ts5LPPA3OVRaBkUXrAhHBY2n1sypR19775npSDU6KmqcWdWYrfhNdE40hyvM1F97qfcxQ_Whw~~', 'bossAvatar': 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'616262948d5abc9a0nxy2Nq9GVFR', 'bossName': '窦先生', 'bossTitle': '招聘者', 'goldHunter': 0, 'bossOnline': False, 'encryptJobId': 'f58afbcae13c19171XN90tm0E1pW', 'expectId': 0, 'jobName': '广告安装工', 'lid': '9cA8J4p6GW2.search.25', 'salaryDesc': '5-8K', 'jobLabels': ['3-5年', '学历不限'], 'jobValidStatus': 1, 'iconWord': '', 'skills': ['物料制作/安装', '焊接', '灯箱制作安装', '发光字制作安装'], 'jobExperience': '3-5年', 'daysPerWeekDesc': '', 'leastMonthDesc': '', 'jobDegree': '学历不限', 'cityName': '广州', 'areaDistrict': '海珠区', 'businessDistrict': '南洲', 'jobType': 0, 'proxyJob': 0, 'proxyType': 0, 'anonymous': 0, 'outland': 0, 'optimal': 0, 'iconFlagList': [], 'itemId': 25, 'city': 101280100, 'isShield': 0, 'atsDirectPost': False, 'gps': None, 'lastModifyTime': 1681955061000, 'encryptBrandId': '676e17a03e7ba6c71XFz09u0EVM~', 'brandName': '广州铭狼', 'brandLogo': 'https://img.bosszhipin.com/beijin/icon/894ce6fa7e58d64d57e7f22d2f3a9d18afa7fcceaa24b8ea28f56f1bb14732c0.png', 'brandStageName': '', 'brandIndustry': '广告/公关/会展', 'brandScaleName': '0-20人', 'welfareList': [], 'industry': 100101, 'contact': False}, {'securityId': 'xvcJWuygOG35J-O1nJY-txPd-PbIefJOdL0U2is5U5_29RDeqSQi_dq4gh-2TEiFbiwu2A17xzqVCXjZFp7q6p6svn8Amaqj1WjOeoTu7aVAsRlsAt0~', 'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20201211/fb5a1c4a8ef26436f7734c8171e0b80ca63e567eeb9306d794f7ed3065008422_s.png', 'bossCert': 3, 'encryptBossId': 'beff92eec5837e011HJ93N-1EVU~', 'bossName': '李先生', 'bossTitle': '人事专员', 'goldHunter': 0, 'bossOnline': False, 'encryptJobId': '1e0746000d684fce1nx73tS5FFFX', 'expectId': 0, 'jobName': '运维经理', 'lid': '9cA8J4p6GW2.search.26', 'salaryDesc': '10-13K', 'jobLabels': ['3-5年', '大专'], 'jobValidStatus': 1, 'iconWord': '', 'skills': ['系统运维', '安全运维', '虚拟化运维', '机房运维', 'Linux', 'Python', 'Shell', '服务器配置'], 'jobExperience': '3-5年', 'daysPerWeekDesc': '', 'leastMonthDesc': '', 'jobDegree': '大专', 'cityName': '广州', 'areaDistrict': '番禺区', 'businessDistrict': '大学城', 'jobType': 0, 'proxyJob': 0, 'proxyType': 0, 'anonymous': 0, 'outland': 0, 'optimal': 0, 'iconFlagList': [], 'itemId': 26, 'city': 101280100, 'isShield': 0, 'atsDirectPost': False, 'gps': None, 'lastModifyTime': 1680775417000, 'encryptBrandId': 'b4b5822517b965ca1nB939S9E1s~', 'brandName': '同创大陆', 'brandLogo': 'https://img.bosszhipin.com/beijin/mcs/chatphoto/20210312/8cebb365da0c503b439b5e4dcbe4e557a63e567eeb9306d794f7ed3065008422_s.jpg', 'brandStageName': '天使轮', 'brandIndustry': '游戏', 'brandScaleName': '20-99人', 'welfareList': ['带薪年假', '五险', '夜班补助', '底薪加提成', '补充医疗保险', '绩效奖金', '节日福利', '零食下午茶', '生日福利'], 'industry': 100002, 'contact': False}, {'securityId': '-L2EABcXjjCRK-i1uaaybhNl3IO-_fKkHel0mal_GBaBYw-CjXzGB4X-BgQ5CC0LO8_U37_RFtfs4KZMn-VezcCJI7xJYyjW_4sI6xdKdTqPwryWvXM~', 'bossAvatar': 'https://img.bosszhipin.com/boss/avatar/avatar_1.png', 'bossCert': 3, 'encryptBossId': '5b8b22a1e6e568e50nZ43NW8FlNU', 'bossName': '李女士', 'bossTitle': '人事', 'goldHunter': 0, 'bossOnline': False, 'encryptJobId': '6ec884947c402a961XF-2960E1JQ', 'expectId': 0, 'jobName': '财税公司外账会计-双休', 'lid': '9cA8J4p6GW2.search.27', 'salaryDesc': '5-8K', 'jobLabels': ['1-3年', '大专'], 'jobValidStatus': 1, 'iconWord': '', 'skills': ['代理记账公司', '外账', '财会服务', '财税'], 'jobExperience': '1-3年', 'daysPerWeekDesc': '', 'leastMonthDesc': '', 'jobDegree': '大专', 'cityName': '广州', 'areaDistrict': '花都区', 'businessDistrict': '花都广场', 'jobType': 0, 'proxyJob': 0, 'proxyType': 0, 'anonymous': 0, 'outland': 0, 'optimal': 0, 'iconFlagList': [], 'itemId': 27, 'city': 101280100, 'isShield': 0, 'atsDirectPost': False, 'gps': None, 'lastModifyTime': 1680757112000, 'encryptBrandId': '320a4401916892510HR43Ni0GA~~', 'brandName': '拓南财税', 'brandLogo': 'https://img.bosszhipin.com/beijin/mcs/chatphoto/20200305/47667966bb526f2f84c80b08d1aba89f035ec54065f704a37d807bdf0a30507d_s.jpg', 'brandStageName': '未融资', 'brandIndustry': '财务/审计/税务', 'brandScaleName': '20-99人', 'welfareList': ['五险一金', '带薪年假', '节日福利', '员工旅游', '全勤奖'], 'industry': 100605, 'contact': False}, {'securityId': '9hq4tnyxjuQzP-w1bPBBos8FPQAcZnRDOpIC0ypGFLQuwdOXU6Yeri5qTBXPYGHAVj919yQrz_8psfrHidvB2R4brjjYvdzF0i3L888J_0r9BbYyGDkL', 'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20220725/607f1f3d68754fd0a2c8fd7cba358e382e45da68ebb4ed4eb0970212e79696eb62ed80f22d1d7389_s.png', 'bossCert': 3, 'encryptBossId': '8f5c2292adb76ff80nF42tm9FVpU', 'bossName': '司徒女士', 'bossTitle': '人力资源专员', 'goldHunter': 0, 'bossOnline': False, 'encryptJobId': '890df6958fa583611XFy0tu0GFFQ', 'expectId': 0, 'jobName': '高级项目管理工程师-工业自动化', 'lid': '9cA8J4p6GW2.search.28', 'salaryDesc': '15-25K·16薪', 'jobLabels': ['3-5年', '本科'], 'jobValidStatus': 1, 'iconWord': '', 'skills': ['PMP', '系统集成项目管理工程师'], 'jobExperience': '3-5年', 'daysPerWeekDesc': '', 'leastMonthDesc': '', 'jobDegree': '本科', 'cityName': '广州', 'areaDistrict': '天河区', 'businessDistrict': '珠江新城', 'jobType': 0, 'proxyJob': 0, 'proxyType': 0, 'anonymous': 0, 'outland': 0, 'optimal': 0, 'iconFlagList': [], 'itemId': 28, 'city': 101280100, 'isShield': 0, 'atsDirectPost': False, 'gps': None, 'lastModifyTime': 1680778037000, 'encryptBrandId': '77a0eb59bef256271nx73tS1FlA~', 'brandName': '德国西克传感器', 'brandLogo': 'https://img.bosszhipin.com/beijin/upload/com/logo/20210705/6dea118ae556c99c1b94a3e6e6fffa0b009bf2f40a5fbfb087913408f2ec5e5e.jpg', 'brandStageName': '不需要融资', 'brandIndustry': '仪器仪表/工业自动化', 'brandScaleName': '500-999人', 'welfareList': ['意外险', '员工旅游', '节日福利', '通讯补贴', '零食下午茶', '法定节假日三薪', '高温补贴', '餐补', '年终奖', '团建聚餐', '节假提前下班', '加班补助', '带薪年假', '长期服务金牌', '定期体检', '生日福利', '补充医疗保险', '五险一金', '绩效奖金', '家长会假'], 'industry': 100902, 'contact': False}, {'securityId': 'PjTQbXiMXutwL-v1jOYNA7xitVyzdNCragxdENjqRmWxk1tJQzv-kz4mmnETgromcNnS9JtiePowlk0K0eHmjmECrp8F-zs31Qn5Si-ifz8Hzh4dUw~~', 'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20220816/607f1f3d68754fd02ada10ee73e65ec82e016dbbb8bc9ae5c02ef331c96524cfec941b55066b8e63_s.png', 'bossCert': 3, 'encryptBossId': 'a486c591c45bd9f0031y0tu4EVo~', 'bossName': '简女士', 'bossTitle': 'HR', 'goldHunter': 0, 'bossOnline': False, 'encryptJobId': '1d819944df5bab251XN-0tW4GVdT', 'expectId': 0, 'jobName': '编辑主任（兼语文编辑）', 'lid': '9cA8J4p6GW2.search.29', 'salaryDesc': '8-12K', 'jobLabels': ['3-5年', '本科'], 'jobValidStatus': 1, 'iconWord': '', 'skills': ['图书', '教育类', '初中高中教辅资料', '语文教辅资料编辑', '语文老师'], 'jobExperience': '3-5年', 'daysPerWeekDesc': '', 'leastMonthDesc': '', 'jobDegree': '本科', 'cityName': '广州', 'areaDistrict': '天河区', 'businessDistrict': '棠下', 'jobType': 0, 'proxyJob': 0, 'proxyType': 0, 'anonymous': 0, 'outland': 0, 'optimal': 0, 'iconFlagList': [], 'itemId': 29, 'city': 101280100, 'isShield': 0, 'atsDirectPost': False, 'gps': None, 'lastModifyTime': 1687171675000, 'encryptBrandId': '27a3b53fab6dbfb60n150tq1GA~~', 'brandName': '广东习课', 'brandLogo': 'https://img.bosszhipin.com/beijin/upload/com/workfeel/20230414/7bf6f160950405e9bea9a7c487b1996c47e0d4bfe4c72e6cc02ef331c96524cfec941b55066b8e63.jpg', 'brandStageName': '未融资', 'brandIndustry': '计算机软件', 'brandScaleName': '20-99人', 'welfareList': ['年终奖', '零食下午茶', '全勤奖', '节日福利', '餐补', '加班补助', '五险一金', '交通补助', '带薪年假', '员工旅游'], 'industry': 100021, 'contact': False}, {'securityId': 'khdzO5yL0cZiR-s16-S1MLKyxxIQ1cPcas4zdMKtVV9bQWDLRTk-tR26Nm-tct7POiCbJ1BHMFIc1_uv7XT4pTnZLo0CDese9HXF6Gr0NzuunKSDKTw~', 'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20230406/607f1f3d68754fd0e95e7e5195731fb8ded48e2bf0dd127e55edfd31a5cf4675452f496d2238f30e_s.jpg', 'bossCert': 3, 'encryptBossId': 'd5bc8638bc9ee4470HV52d2_GFY~', 'bossName': '包先生', 'bossTitle': '七点广东-总经理', 'goldHunter': 0, 'bossOnline': False, 'encryptJobId': '652142838ad7ec591n153N24GVNQ', 'expectId': 0, 'jobName': '外墙涂料项目经理', 'lid': '9cA8J4p6GW2.search.30', 'salaryDesc': '7-12K', 'jobLabels': ['1-3年', '大专'], 'jobValidStatus': 1, 'iconWord': '', 'skills': ['二级建造师', '一级建造师', '施工员证', '住宅地产', '别墅地产', '旧改项目', '综合体', '高层建筑'], 'jobExperience': '1-3年', 'daysPerWeekDesc': '', 'leastMonthDesc': '', 'jobDegree': '大专', 'cityName': '广州', 'areaDistrict': '黄埔区', 'businessDistrict': '科学城', 'jobType': 0, 'proxyJob': 0, 'proxyType': 0, 'anonymous': 0, 'outland': 0, 'optimal': 0, 'iconFlagList': [], 'itemId': 30, 'city': 101280100, 'isShield': 0, 'atsDirectPost': False, 'gps': None, 'lastModifyTime': 1680758937000, 'encryptBrandId': 'b46bf9d1823f252b1nN-3dq_E1U~', 'brandName': '七点工程', 'brandLogo': 'https://img.bosszhipin.com/beijin/upload/com/workfeel/20211129/7bf6f160950405e9389cae7743a0203d25f264813e7d12f155edfd31a5cf4675452f496d2238f30e.jpg', 'brandStageName': '未融资', 'brandIndustry': '工程施工', 'brandScaleName': '100-499人', 'welfareList': ['节日福利', '五险一金', '带薪年假'], 'industry': 100702, 'contact': False}], 'totalCount': 300, 'brandCard': None}}\n"
     ]
    }
   ],
   "source": [
    "from requests_html import HTMLSession\n",
    "import json\n",
    "import requests\n",
    "\n",
    "url = \"https://www.zhipin.com/wapi/zpgeek/search/joblist.json\"\n",
    "\n",
    "payload = {\n",
    "    'scene': '1',\n",
    "    'query': '',\n",
    "    'city': 地区编码字典[用户输入地区],\n",
    "    'key':用户输入职位,\n",
    "    'dq':地区编码字典[用户输入地区],\n",
    "    'experience': '',\n",
    "    'payType':'' ,\n",
    "    'partTime':'' ,\n",
    "    'degree': '',\n",
    "    'industry': '',\n",
    "    'scale': '',\n",
    "    'stage': '',\n",
    "    'position':'', \n",
    "    'jobType': '',\n",
    "    'salary': '',\n",
    "    'multiBusinessDistrict': '',\n",
    "    'multiSubway':'',\n",
    "    'page':'1',\n",
    "    'pageSize':'30'\n",
    "}\n",
    "\n",
    "session = HTMLSession()\n",
    "\n",
    "headers = {\n",
    "    'authority': 'www.zhipin.com',\n",
    "    'method': 'GET',\n",
    "    'path': '/wapi/zpgeek/search/joblist.json?scene=1&query=&city=100010000&experience=&payType=&partTime=&degree=&industry=&scale=&stage=&position=&jobType=&salary=&multiBusinessDistrict=&multiSubway=&page=1&pageSize=30',\n",
    "    'scheme': 'https',\n",
    "    'accept': 'application/json, text/plain, */*',\n",
    "    'accept-encoding': 'gzip, deflate, br',\n",
    "    'accept-language': 'zh-CN,zh;q=0.9,en;q=0.8,en-GB;q=0.7,en-US;q=0.6',\n",
    "    'cookie':'lastCity=101280100; wd_guid=2900a015-2f57-4466-86d0-2a9f6877d9a0; historyState=state; _bl_uid=n7l3kizp10brs1y69ehk0e99sF0e; YD00951578218230%3AWM_TID=VIw9tj27tWpBRUEVVRPQgDwCpFwgZfvY; gdxidpyhxdE=ZYa2tmmZAteCmXTIKw2LviLi%2F6KWGUbIHNUf5dvTolAwCqQalcxT%5ChDCa6mXP%2B2vJMA1nfdnKmrGjTi7gn2%5CBXSZcBvA7bQBrJehGUsilNWdfUnKcjfCn%5CblDCmcU3NAsc7ReSHeQqwv%2FhwREbWVY90c7slGsaTjPxi%2FsSBwSMZ8fBl5%3A1686107608452; YD00951578218230%3AWM_NI=9mxeknAW7a%2B2XmiBqYL%2B3q8L5Gz2hyopADbaQrQ195UfSMWYcQiJ%2F9sxn2JvIWBd5hxoUuiX7YUpzHTx7KzHu8nA42lrXN3UtlEiFQTS5DI68fz18iWwonv%2B8xP1THI3U1o%3D; YD00951578218230%3AWM_NIKE=9ca17ae2e6ffcda170e2e6eeb6cc67e9bdfbb0e76a82b88ba2c55b939f9e83d86d8b86afd9cd66a599bfb4cd2af0fea7c3b92afbb3b886ea668389f982aa3a9cb3a7a3f45390f5fd92bb48f799b6d3eb73adb08fa5e16b93ae9fd2bc3f97ba9daed653a18fa7abae33b1a8a2d3c97e8b898e85b864bcb19b96ec54f5879b91f94498a8f9acf944b7e8a2a2b73ab0ae98afb25fb8b48b8ac55b988dfba5cc3efcbab6d2bb6395a9a18ff521fca8a0d2d7448bed9bd2ee37e2a3; __fid=cf6521975acd26b55ec8f04c57e92232; __zp_seo_uuid__=944ff4f5-c7b4-456b-934f-bde138d17f87; Hm_lvt_194df3105ad7148dcf2b98a91b5e727a=1686211691,1687078186,1687180513,1687248425; __g=-; __l=r=https%3A%2F%2Fcn.bing.com%2F&l=%2Fwww.zhipin.com%2Fweb%2Fgeek%2Fjob%3Fcity%3D100010000&s=3&friend_source=0&s=3&friend_source=0; __zp_stoken__=9207eZ1hMYRZIU2IBNGEFCEokURdsWy1jOF8hRWdLBxsTNhUyTWFyB19GKVdKRXQ7fXZ0exZZDx1jDHhnJQV4ZW5%2FZlNHcANZBxdFKBl4bhUgETFBPysERBsFNCsHIFxxP09GAAxfDRh1TXw%3D; __c=1687248429; __a=77455186.1684936079.1687180514.1687248429.141.8.70.141; Hm_lpvt_194df3105ad7148dcf2b98a91b5e727a=168726236',\n",
    "    'referer': 'https://www.zhipin.com/web/geek/job?city=100010000',\n",
    "    'sec-ch-ua': '\"Not.A/Brand\";v=\"8\", \"Chromium\";v=\"114\", \"Microsoft Edge\";v=\"114\"',\n",
    "    'sec-ch-ua-mobile': '?0',\n",
    "    'sec-ch-ua-platform': '\"Windows\"',\n",
    "    'sec-fetch-dest': 'empty',\n",
    "    'sec-fetch-mode': 'cors',\n",
    "    'sec-fetch-site': 'same-origin',\n",
    "    'token': 'EPNWvHf06h7Gvp7Z',\n",
    "    'traceid': 'AAA4A0A6-0E97-442F-9CDD-C69397BC7225',\n",
    "    'user-agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/114.0.0.0 Safari/537.36 Edg/114.0.1823.51',\n",
    "    'x-requested-with': 'XMLHttpRequest',\n",
    "    'zp_token': 'V1R9onE-L131ZjVtRvxxgaLyy46jzQzSw~'\n",
    "}\n",
    "\n",
    "r = session.get(url, params=payload,headers=headers)\n",
    "\n",
    "# extract the JSON data from the response\n",
    "response_data = r.json()\n",
    "\n",
    "# example: print the number of job postings returned\n",
    "print(response_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "d5025cbe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'securityId': '2GeT_zFigmAez-X1EwXi_iCDxPnWt-0NUkit8dp2AUQQZJw0IHRs1-ibRLzPrIIALY61Izdx8--BDTAvVcoAJaELVM58CTjM-eLBdT2EL0Yha8K6b7Y~',\n",
       "  'bossAvatar': 'https://img.bosszhipin.com/beijin/mcs/useravatar/20190408/c485281ddd8feb8e2e2b647d04f5a545c4dabcb2add080f38c123d5df8340c63_s.jpg',\n",
       "  'bossCert': 3,\n",
       "  'encryptBossId': 'ade29867368be4931nZy3tq8F1c~',\n",
       "  'bossName': '冯先生',\n",
       "  'bossTitle': 'HRBP',\n",
       "  'goldHunter': 0,\n",
       "  'bossOnline': False,\n",
       "  'encryptJobId': '30e73f5dbfe6952f1XJ90tS0GVFT',\n",
       "  'expectId': 0,\n",
       "  'jobName': '高级活动运营',\n",
       "  'lid': '9cA8J4p6GW2.search.1',\n",
       "  'salaryDesc': '15-30K',\n",
       "  'jobLabels': ['3-5年', '本科'],\n",
       "  'jobValidStatus': 1,\n",
       "  'iconWord': '',\n",
       "  'skills': ['线上活动', '活动创意策划', '活动数据分析'],\n",
       "  'jobExperience': '3-5年',\n",
       "  'daysPerWeekDesc': '',\n",
       "  'leastMonthDesc': '',\n",
       "  'jobDegree': '本科',\n",
       "  'cityName': '广州',\n",
       "  'areaDistrict': '番禺区',\n",
       "  'businessDistrict': '南村',\n",
       "  'jobType': 0,\n",
       "  'proxyJob': 0,\n",
       "  'proxyType': 0,\n",
       "  'anonymous': 0,\n",
       "  'outland': 0,\n",
       "  'optimal': 0,\n",
       "  'iconFlagList': [],\n",
       "  'itemId': 1,\n",
       "  'city': 101280100,\n",
       "  'isShield': 0,\n",
       "  'atsDirectPost': False,\n",
       "  'gps': None,\n",
       "  'lastModifyTime': 1682230048000,\n",
       "  'encryptBrandId': '246406eecc2c5bbb1nd929m6FlI~',\n",
       "  'brandName': '美琦佳成',\n",
       "  'brandLogo': 'https://img.bosszhipin.com/beijin/mcs/chatphoto/20210207/ca945925c02fd18bfcd0f770ad9a8947451d9bca74ad4800d0cf54d7ec18faf9_s.jpg',\n",
       "  'brandStageName': 'A轮',\n",
       "  'brandIndustry': '互联网',\n",
       "  'brandScaleName': '100-499人',\n",
       "  'welfareList': ['五险一金',\n",
       "   '定期体检',\n",
       "   '餐补',\n",
       "   '海外补贴',\n",
       "   '带薪年假',\n",
       "   '带薪事假',\n",
       "   '零食下午茶',\n",
       "   '通讯补贴',\n",
       "   '全勤奖',\n",
       "   '节日福利',\n",
       "   '交通补助',\n",
       "   '员工旅游',\n",
       "   '团建经费',\n",
       "   '年终奖'],\n",
       "  'industry': 100020,\n",
       "  'contact': False},\n",
       " {'securityId': '9o8oKHCYsyQb7-C1zrE4fgdS_rDR5qO-2wPdT8nHJ3k2n_KnJPs37QLJAOI80jeme81fEq7Gd9U-sWx411dG7jVo7pqHTfEvvrTCjSD9Drez0qtm6Po~',\n",
       "  'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20230207/607f1f3d68754fd083e2872c268833a3e5f8fb635ad308e696477fb222d4eb1e7450e85fe9ac5edc_s.jpg',\n",
       "  'bossCert': 3,\n",
       "  'encryptBossId': '429587c195cc42f10HN609-8Elc~',\n",
       "  'bossName': '王女士',\n",
       "  'bossTitle': '人事总监',\n",
       "  'goldHunter': 0,\n",
       "  'bossOnline': False,\n",
       "  'encryptJobId': '7370f4f0e1e66a161XJ_2tS0E1VQ',\n",
       "  'expectId': 0,\n",
       "  'jobName': '跨境电商产品开发专员',\n",
       "  'lid': '9cA8J4p6GW2.search.2',\n",
       "  'salaryDesc': '5-8K',\n",
       "  'jobLabels': ['1-3年', '学历不限'],\n",
       "  'jobValidStatus': 1,\n",
       "  'iconWord': '',\n",
       "  'skills': ['跨境电商', '产品开发', 'C端产品', '家具'],\n",
       "  'jobExperience': '1-3年',\n",
       "  'daysPerWeekDesc': '',\n",
       "  'leastMonthDesc': '',\n",
       "  'jobDegree': '学历不限',\n",
       "  'cityName': '广州',\n",
       "  'areaDistrict': '天河区',\n",
       "  'businessDistrict': '珠江新城',\n",
       "  'jobType': 0,\n",
       "  'proxyJob': 0,\n",
       "  'proxyType': 0,\n",
       "  'anonymous': 0,\n",
       "  'outland': 0,\n",
       "  'optimal': 0,\n",
       "  'iconFlagList': [],\n",
       "  'itemId': 2,\n",
       "  'city': 101280100,\n",
       "  'isShield': 0,\n",
       "  'atsDirectPost': False,\n",
       "  'gps': None,\n",
       "  'lastModifyTime': 1680998610000,\n",
       "  'encryptBrandId': 'c166ea5b2700cb6e1XZ_29m-GFI~',\n",
       "  'brandName': '广州火木镁锶科技',\n",
       "  'brandLogo': 'https://img.bosszhipin.com/beijin/upload/com/logo/20220907/7b5b554d84f9729ce14e753fbe41682e1243fb24b9e03bbfaf8e673f123363c181db53a2e1450a0c.jpg',\n",
       "  'brandStageName': '不需要融资',\n",
       "  'brandIndustry': '电子商务',\n",
       "  'brandScaleName': '20-99人',\n",
       "  'welfareList': ['带薪年假', '年终奖', '底薪加提成', '绩效奖金'],\n",
       "  'industry': 100001,\n",
       "  'contact': False},\n",
       " {'securityId': 'D61YVvwlkAcxi-61Dn9qErbFecSeYXVLCRQDjltkXgPXY9lw1puFrkzAFQFH2puiRh_o0tt07WZXWRubx1y3yp1PkDHxQOXJLY5Nia7UmVMKbbNlXLw~',\n",
       "  'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20230206/607f1f3d68754fd05b75d79b0025a4ded4b6616cb69232197db9445c81bc4887b3622c6bf69e8f33_s.jpg',\n",
       "  'bossCert': 3,\n",
       "  'encryptBossId': '4ed05cb6f1ae9ebd0nV939i6FVI~',\n",
       "  'bossName': '袁先生',\n",
       "  'bossTitle': '公司CEO',\n",
       "  'goldHunter': 0,\n",
       "  'bossOnline': False,\n",
       "  'encryptJobId': 'fad9b0ffd8f698b41XJ-3tW9GVVT',\n",
       "  'expectId': 0,\n",
       "  'jobName': '8000+娱乐主播-时间自由（可接受小白）',\n",
       "  'lid': '9cA8J4p6GW2.search.3',\n",
       "  'salaryDesc': '8-12K',\n",
       "  'jobLabels': ['经验不限', '学历不限'],\n",
       "  'jobValidStatus': 1,\n",
       "  'iconWord': '',\n",
       "  'skills': ['快手', '抖音', '虎牙', '娱乐才艺'],\n",
       "  'jobExperience': '经验不限',\n",
       "  'daysPerWeekDesc': '',\n",
       "  'leastMonthDesc': '',\n",
       "  'jobDegree': '学历不限',\n",
       "  'cityName': '广州',\n",
       "  'areaDistrict': '白云区',\n",
       "  'businessDistrict': '白云大道',\n",
       "  'jobType': 0,\n",
       "  'proxyJob': 0,\n",
       "  'proxyType': 0,\n",
       "  'anonymous': 0,\n",
       "  'outland': 0,\n",
       "  'optimal': 0,\n",
       "  'iconFlagList': [],\n",
       "  'itemId': 3,\n",
       "  'city': 101280100,\n",
       "  'isShield': 0,\n",
       "  'atsDirectPost': False,\n",
       "  'gps': None,\n",
       "  'lastModifyTime': 1687148785000,\n",
       "  'encryptBrandId': '117101050d4097d71XZ92t-6E1U~',\n",
       "  'brandName': '天洛文化',\n",
       "  'brandLogo': 'https://img.bosszhipin.com/beijin/upload/com/logo/20220901/7b5b554d84f9729ca8549a4dd43399042b476c634ec39cab6ab1309e6683b4ce5d09a969a3a7d43f.jpg',\n",
       "  'brandStageName': '不需要融资',\n",
       "  'brandIndustry': '广播/影视',\n",
       "  'brandScaleName': '100-499人',\n",
       "  'welfareList': ['底薪加提成',\n",
       "   '工龄奖',\n",
       "   '包住',\n",
       "   '住房补贴',\n",
       "   '有无线网',\n",
       "   '团建聚餐',\n",
       "   '生日福利',\n",
       "   '年终奖',\n",
       "   '宿舍有空调',\n",
       "   '绩效奖金',\n",
       "   '员工旅游',\n",
       "   '带薪年假',\n",
       "   '零食下午茶',\n",
       "   '节日福利',\n",
       "   '餐补',\n",
       "   '保底工资',\n",
       "   '包吃',\n",
       "   '全勤奖',\n",
       "   '定期体检'],\n",
       "  'industry': 100103,\n",
       "  'contact': False},\n",
       " {'securityId': '3gHKODNyTFoT4-t1F7pUv96rJxGxVL3v9SvDK-Eo7sFSU6kHtgqX1uKFfXrno02LUwlaMLLG1XXb6g6Dtus6pQXSfpLo8s3QB8WPL5kkBEU2hZPVZZtR',\n",
       "  'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20210208/9024cdaad21e96d18e1a992b4efd2a4fa324409124b3ec4143aa6b1b50926887_s.jpg',\n",
       "  'bossCert': 3,\n",
       "  'encryptBossId': '3b6c76d1f0147db51nV-2t67E1pW',\n",
       "  'bossName': '梁先生',\n",
       "  'bossTitle': '招聘者',\n",
       "  'goldHunter': 0,\n",
       "  'bossOnline': False,\n",
       "  'encryptJobId': '983e5ef48ca0c24e1nZz2Nq4GVpQ',\n",
       "  'expectId': 0,\n",
       "  'jobName': '小谷围好友客饮食店招聘厨师',\n",
       "  'lid': '9cA8J4p6GW2.search.4',\n",
       "  'salaryDesc': '6-9K',\n",
       "  'jobLabels': ['经验不限', '学历不限'],\n",
       "  'jobValidStatus': 1,\n",
       "  'iconWord': '',\n",
       "  'skills': ['5年以上',\n",
       "   '包住',\n",
       "   '每月2-3天休息',\n",
       "   '川菜',\n",
       "   '主厨',\n",
       "   '包吃',\n",
       "   '粤菜',\n",
       "   '加班费',\n",
       "   '湘菜',\n",
       "   '中餐',\n",
       "   '配菜打荷',\n",
       "   '烧烤/大排档'],\n",
       "  'jobExperience': '经验不限',\n",
       "  'daysPerWeekDesc': '',\n",
       "  'leastMonthDesc': '',\n",
       "  'jobDegree': '学历不限',\n",
       "  'cityName': '广州',\n",
       "  'areaDistrict': '番禺区',\n",
       "  'businessDistrict': '大学城',\n",
       "  'jobType': 0,\n",
       "  'proxyJob': 0,\n",
       "  'proxyType': 0,\n",
       "  'anonymous': 0,\n",
       "  'outland': 0,\n",
       "  'optimal': 0,\n",
       "  'iconFlagList': [],\n",
       "  'itemId': 4,\n",
       "  'city': 101280100,\n",
       "  'isShield': 0,\n",
       "  'atsDirectPost': False,\n",
       "  'gps': None,\n",
       "  'lastModifyTime': 1687144454000,\n",
       "  'encryptBrandId': '0cb53f4c28a0d0021ndy09-_F1I~',\n",
       "  'brandName': '小谷围好友客饮食店',\n",
       "  'brandLogo': 'https://img.bosszhipin.com/beijin/icon/894ce6fa7e58d64d57e7f22d2f3a9d18afa7fcceaa24b8ea28f56f1bb14732c0.png',\n",
       "  'brandStageName': '',\n",
       "  'brandIndustry': '餐饮',\n",
       "  'brandScaleName': '0-20人',\n",
       "  'welfareList': [],\n",
       "  'industry': 101101,\n",
       "  'contact': False},\n",
       " {'securityId': 'MewC5x6vY6Q3m-e1cRM7BRF5_sWcpf9WcncUMl2jUtggKrM5QaKjh3xYVjDaiY4EhR1Rmzs1QVdX0tJub2rJH08Vt3RxaokMjtTn9F9_w_1pkEd2ww~~',\n",
       "  'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20220814/607f1f3d68754fd0a33254bdc92bdc9c157b50057cbfe976f9704eda844e5b5351c3fe9d04c1e978_s.png',\n",
       "  'bossCert': 3,\n",
       "  'encryptBossId': '9291bced559ffb0e1XV-2t24EFU~',\n",
       "  'bossName': '姚先生',\n",
       "  'bossTitle': '人事主管 HR',\n",
       "  'goldHunter': 0,\n",
       "  'bossOnline': False,\n",
       "  'encryptJobId': 'bc2e430a3cd3d8d71XRz3di0F1VQ',\n",
       "  'expectId': 0,\n",
       "  'jobName': '教务老师',\n",
       "  'lid': '9cA8J4p6GW2.search.5',\n",
       "  'salaryDesc': '7-12K',\n",
       "  'jobLabels': ['经验不限', '大专'],\n",
       "  'jobValidStatus': 1,\n",
       "  'iconWord': '',\n",
       "  'skills': ['培训机构', '线下教育', '大学/大专生', '成人/通用', '成人教育', '高数', '数学'],\n",
       "  'jobExperience': '经验不限',\n",
       "  'daysPerWeekDesc': '',\n",
       "  'leastMonthDesc': '',\n",
       "  'jobDegree': '大专',\n",
       "  'cityName': '广州',\n",
       "  'areaDistrict': '天河区',\n",
       "  'businessDistrict': '龙洞',\n",
       "  'jobType': 0,\n",
       "  'proxyJob': 0,\n",
       "  'proxyType': 0,\n",
       "  'anonymous': 0,\n",
       "  'outland': 0,\n",
       "  'optimal': 0,\n",
       "  'iconFlagList': [],\n",
       "  'itemId': 5,\n",
       "  'city': 101280100,\n",
       "  'isShield': 0,\n",
       "  'atsDirectPost': False,\n",
       "  'gps': None,\n",
       "  'lastModifyTime': 1687158832000,\n",
       "  'encryptBrandId': '4505ea0b5484deae0HZ53Nu6FA~~',\n",
       "  'brandName': '艾弗五教育',\n",
       "  'brandLogo': 'https://img.bosszhipin.com/beijin/upload/com/logo/20200221/010c63c80c089df55525d2125c603dae9874606c4068b3f578b37f16a026146b.jpg',\n",
       "  'brandStageName': '未融资',\n",
       "  'brandIndustry': '培训机构',\n",
       "  'brandScaleName': '20-99人',\n",
       "  'welfareList': ['免费班车',\n",
       "   '年终奖',\n",
       "   '保底工资',\n",
       "   '全勤奖',\n",
       "   '员工旅游',\n",
       "   '带薪年假',\n",
       "   '股票期权',\n",
       "   '零食下午茶',\n",
       "   '绩效奖金',\n",
       "   '有无线网',\n",
       "   '节日福利',\n",
       "   '底薪加提成'],\n",
       "  'industry': 100303,\n",
       "  'contact': False},\n",
       " {'securityId': 'FqZvdFtDHoucC-Z1NEzc_3Dlp4R73UgOZQ1ccjRD9ts5LPPA3OVRaBkUXrAhHBY2n1sypR19775npSDU6KmqcWdWYrfhNdE40hyvM1F97qfcxQ_Whw~~',\n",
       "  'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20200716/e6b0ae84f62462277265de75c8699ec0ec68d4c1c8e61844461bf48831c365b3_s.jpg',\n",
       "  'bossCert': 3,\n",
       "  'encryptBossId': 'd9574451b4dc39941nVy2Ni9E1pY',\n",
       "  'bossName': '李女士',\n",
       "  'bossTitle': '监事',\n",
       "  'goldHunter': 0,\n",
       "  'bossOnline': False,\n",
       "  'encryptJobId': 'ccc24370883c5e963nx82Nm-EFU~',\n",
       "  'expectId': 0,\n",
       "  'jobName': '跨境电商运营',\n",
       "  'lid': '9cA8J4p6GW2.search.6',\n",
       "  'salaryDesc': '4-8K',\n",
       "  'jobLabels': ['1年以内', '本科'],\n",
       "  'jobValidStatus': 1,\n",
       "  'iconWord': '',\n",
       "  'skills': ['亚马逊',\n",
       "   '平台品类运营',\n",
       "   'B2C跨境电商',\n",
       "   '平台整体运营',\n",
       "   '阿里国际站运营',\n",
       "   '电子商务专业',\n",
       "   '销售运营',\n",
       "   '自有电商平台',\n",
       "   '跨境电商',\n",
       "   '大型B2B/B2C网站经验',\n",
       "   'B2B跨境电商',\n",
       "   '电商店铺运营',\n",
       "   'B2C',\n",
       "   '数据分析能力',\n",
       "   'B端数据运营',\n",
       "   'M2C',\n",
       "   '电商运营'],\n",
       "  'jobExperience': '1年以内',\n",
       "  'daysPerWeekDesc': '',\n",
       "  'leastMonthDesc': '',\n",
       "  'jobDegree': '本科',\n",
       "  'cityName': '广州',\n",
       "  'areaDistrict': '番禺区',\n",
       "  'businessDistrict': '祈福',\n",
       "  'jobType': 0,\n",
       "  'proxyJob': 0,\n",
       "  'proxyType': 0,\n",
       "  'anonymous': 0,\n",
       "  'outland': 0,\n",
       "  'optimal': 0,\n",
       "  'iconFlagList': [],\n",
       "  'itemId': 6,\n",
       "  'city': 101280100,\n",
       "  'isShield': 0,\n",
       "  'atsDirectPost': False,\n",
       "  'gps': None,\n",
       "  'lastModifyTime': 1687148505000,\n",
       "  'encryptBrandId': 'd74a45e1eb1653343nB539u8FA~~',\n",
       "  'brandName': '麦了薇',\n",
       "  'brandLogo': 'https://img.bosszhipin.com/beijin/upload/com/logo/20230422/7b5b554d84f9729ce15c0469c5d0444e4ddda50bfefdb5b6ec68d4c1c8e61844461bf48831c365b3.jpg',\n",
       "  'brandStageName': '未融资',\n",
       "  'brandIndustry': '家具/家电/家居',\n",
       "  'brandScaleName': '0-20人',\n",
       "  'welfareList': ['通讯补贴',\n",
       "   '全勤奖',\n",
       "   '年终奖',\n",
       "   '餐补',\n",
       "   '带薪年假',\n",
       "   '五险一金',\n",
       "   '交通补助',\n",
       "   '住房补贴',\n",
       "   '零食下午茶'],\n",
       "  'industry': 101004,\n",
       "  'contact': False},\n",
       " {'securityId': '2hlLJkBg6maDo-I1E6ucJNLcgN-VOjB1Og5AO_eGgfG0N6wayP2Li5jGBOi8AZ2FxEKl71bNBBE6Wx0_CODhe9kEOBr6hwaZKYYL4w3vN9D2_5sWoeFc',\n",
       "  'bossAvatar': 'https://img.bosszhipin.com/boss/avatar/avatar_4.png',\n",
       "  'bossCert': 3,\n",
       "  'encryptBossId': 'f01b5c0b5b4aa3fb1nZ539y8FVBV',\n",
       "  'bossName': '杨女士',\n",
       "  'bossTitle': '招聘负责人',\n",
       "  'goldHunter': 0,\n",
       "  'bossOnline': False,\n",
       "  'encryptJobId': 'df6872edeff249871nJ_09i0F1VQ',\n",
       "  'expectId': 0,\n",
       "  'jobName': '工程绘图员',\n",
       "  'lid': '9cA8J4p6GW2.search.7',\n",
       "  'salaryDesc': '7-9K',\n",
       "  'jobLabels': ['3-5年', '大专'],\n",
       "  'jobValidStatus': 1,\n",
       "  'iconWord': '',\n",
       "  'skills': ['CAD'],\n",
       "  'jobExperience': '3-5年',\n",
       "  'daysPerWeekDesc': '',\n",
       "  'leastMonthDesc': '',\n",
       "  'jobDegree': '大专',\n",
       "  'cityName': '广州',\n",
       "  'areaDistrict': '',\n",
       "  'businessDistrict': '',\n",
       "  'jobType': 0,\n",
       "  'proxyJob': 0,\n",
       "  'proxyType': 0,\n",
       "  'anonymous': 0,\n",
       "  'outland': 0,\n",
       "  'optimal': 0,\n",
       "  'iconFlagList': [],\n",
       "  'itemId': 7,\n",
       "  'city': 101280100,\n",
       "  'isShield': 0,\n",
       "  'atsDirectPost': False,\n",
       "  'gps': None,\n",
       "  'lastModifyTime': 1687146671000,\n",
       "  'encryptBrandId': '1a87d08dc37c2d4c1nV-2926GVI~',\n",
       "  'brandName': '新南方装饰',\n",
       "  'brandLogo': 'https://img.bosszhipin.com/beijin/icon/894ce6fa7e58d64d57e7f22d2f3a9d18afa7fcceaa24b8ea28f56f1bb14732c0.png',\n",
       "  'brandStageName': '',\n",
       "  'brandIndustry': '装修装饰',\n",
       "  'brandScaleName': '20-99人',\n",
       "  'welfareList': [],\n",
       "  'industry': 100704,\n",
       "  'contact': False},\n",
       " {'securityId': 'QpI2hqYdxwuHc-j1bNiOkewPAllCmIg1aoxb2ZDBuq9SpeC9Ckpn4H1_1Zaf_pqgMmlG-YcIhPVHughMgYfktLconFW-SkKMvw8VgBk-7xM1N9qbIGHw',\n",
       "  'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20210302/6434b8110d74476ae55d52aee4372b01d67c460b050be6b61ce5aaffa48ea7d6_s.png',\n",
       "  'bossCert': 3,\n",
       "  'encryptBossId': 'ffbdbb03461687df0nVz3d25GFRZ',\n",
       "  'bossName': '崔女士',\n",
       "  'bossTitle': '人力招聘',\n",
       "  'goldHunter': 0,\n",
       "  'bossOnline': False,\n",
       "  'encryptJobId': '19d270ef80b351e31XV43tW1GVBU',\n",
       "  'expectId': 0,\n",
       "  'jobName': '外贸业务员',\n",
       "  'lid': '9cA8J4p6GW2.search.8',\n",
       "  'salaryDesc': '15-25K',\n",
       "  'jobLabels': ['1年以内', '中专/中技'],\n",
       "  'jobValidStatus': 1,\n",
       "  'iconWord': '',\n",
       "  'skills': ['英语可作为工作语言',\n",
       "   '熟悉阿里巴巴平台',\n",
       "   '有海外销售经验',\n",
       "   '网络销售',\n",
       "   '企业客户',\n",
       "   '外贸',\n",
       "   '外贸专员',\n",
       "   '外贸销售'],\n",
       "  'jobExperience': '1年以内',\n",
       "  'daysPerWeekDesc': '',\n",
       "  'leastMonthDesc': '',\n",
       "  'jobDegree': '中专/中技',\n",
       "  'cityName': '广州',\n",
       "  'areaDistrict': '花都区',\n",
       "  'businessDistrict': '花山',\n",
       "  'jobType': 0,\n",
       "  'proxyJob': 0,\n",
       "  'proxyType': 0,\n",
       "  'anonymous': 0,\n",
       "  'outland': 0,\n",
       "  'optimal': 0,\n",
       "  'iconFlagList': [],\n",
       "  'itemId': 8,\n",
       "  'city': 101280100,\n",
       "  'isShield': 0,\n",
       "  'atsDirectPost': False,\n",
       "  'gps': None,\n",
       "  'lastModifyTime': 1681903677000,\n",
       "  'encryptBrandId': '1434763488a44aef1nB-2Ni1FFE~',\n",
       "  'brandName': '伟东机械',\n",
       "  'brandLogo': 'https://c-res.zhipin.com/jrs/36b86792c3a2cff55bea54dfe1ea901c.jpg',\n",
       "  'brandStageName': '不需要融资',\n",
       "  'brandIndustry': '机械设备/机电/重工',\n",
       "  'brandScaleName': '20-99人',\n",
       "  'welfareList': ['节日福利', '包吃', '年终奖'],\n",
       "  'industry': 100901,\n",
       "  'contact': False},\n",
       " {'securityId': 'NQ_C1vrZFtu6d-D1Vi29cSoVfQmgD1CrzQ83dYEKS3uWGzUs7ll2CNz2dg-m-ERYru7qSKNAVXO-r0ayIYvKpu01aH21MZ54LwuAUlNtJD3wyXgbX2pS',\n",
       "  'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20220806/607f1f3d68754fd07edd74c1144e422c12eacf5f5feb96672b22e294203c610c000a1aff30fc617a_s.png',\n",
       "  'bossCert': 3,\n",
       "  'encryptBossId': '5e54c1f5867c5fc20nF50tS1FVZZ',\n",
       "  'bossName': '张先生',\n",
       "  'bossTitle': '部门经理',\n",
       "  'goldHunter': 0,\n",
       "  'bossOnline': False,\n",
       "  'encryptJobId': '9f516400b802ff871XJ939m7GVpQ',\n",
       "  'expectId': 0,\n",
       "  'jobName': '电控算法工程师',\n",
       "  'lid': '9cA8J4p6GW2.search.9',\n",
       "  'salaryDesc': '18-35K·13薪',\n",
       "  'jobLabels': ['5-10年', '本科'],\n",
       "  'jobValidStatus': 1,\n",
       "  'iconWord': '',\n",
       "  'skills': ['电气相关专业', '汽车设计专业', '车辆工程专业'],\n",
       "  'jobExperience': '5-10年',\n",
       "  'daysPerWeekDesc': '',\n",
       "  'leastMonthDesc': '',\n",
       "  'jobDegree': '本科',\n",
       "  'cityName': '广州',\n",
       "  'areaDistrict': '黄埔区',\n",
       "  'businessDistrict': '科学城',\n",
       "  'jobType': 0,\n",
       "  'proxyJob': 0,\n",
       "  'proxyType': 0,\n",
       "  'anonymous': 0,\n",
       "  'outland': 0,\n",
       "  'optimal': 0,\n",
       "  'iconFlagList': [],\n",
       "  'itemId': 9,\n",
       "  'city': 101280100,\n",
       "  'isShield': 0,\n",
       "  'atsDirectPost': False,\n",
       "  'gps': None,\n",
       "  'lastModifyTime': 1681778593000,\n",
       "  'encryptBrandId': '2cce4fa50360b9a91nd92Ny1FVA~',\n",
       "  'brandName': '六环信息科技',\n",
       "  'brandLogo': 'https://img.bosszhipin.com/beijin/upload/com/workfeel/20220810/7bf6f160950405e94ec47904ee73797a19824465cccd79c57efa706ec1a513fac2afc549b2ac6597.jpg',\n",
       "  'brandStageName': '未融资',\n",
       "  'brandIndustry': '汽车零部件',\n",
       "  'brandScaleName': '100-499人',\n",
       "  'welfareList': ['五险一金',\n",
       "   '通讯补贴',\n",
       "   '补充医疗保险',\n",
       "   '免费班车',\n",
       "   '定期体检',\n",
       "   '年终奖',\n",
       "   '员工旅游',\n",
       "   '股票期权',\n",
       "   '带薪年假',\n",
       "   '包吃',\n",
       "   '交通补助',\n",
       "   '餐补',\n",
       "   '节日福利',\n",
       "   '住房补贴',\n",
       "   '零食下午茶'],\n",
       "  'industry': 100802,\n",
       "  'contact': False},\n",
       " {'securityId': '3XOon8ar21DUc-k1XuKg2oj2e_mnDyS0xVGo_JzBnTuKFZq7BZRcGLXesvkC4kHDcDZCAlxuqTUsRL15tMIPTtgQO3Zz0sqQYTlORJHtbvDZzOhzxI5y',\n",
       "  'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20220215/607f1f3d68754fd0824faedea14c416ed67beb1f1b4c420d36d0ecc23acf2ee8079ff231133d51bf_s.jpg',\n",
       "  'bossCert': 3,\n",
       "  'encryptBossId': '76c37df94dcbb9850nd43N24GVVX',\n",
       "  'bossName': '潘先生',\n",
       "  'bossTitle': '经理',\n",
       "  'goldHunter': 0,\n",
       "  'bossOnline': False,\n",
       "  'encryptJobId': '6bcb5425b85349791XV63tW1ElBX',\n",
       "  'expectId': 0,\n",
       "  'jobName': '仓库入仓管理',\n",
       "  'lid': '9cA8J4p6GW2.search.10',\n",
       "  'salaryDesc': '4-5K',\n",
       "  'jobLabels': ['经验不限', '学历不限'],\n",
       "  'jobValidStatus': 1,\n",
       "  'iconWord': '',\n",
       "  'skills': ['进出库验收', '年终奖'],\n",
       "  'jobExperience': '经验不限',\n",
       "  'daysPerWeekDesc': '',\n",
       "  'leastMonthDesc': '',\n",
       "  'jobDegree': '学历不限',\n",
       "  'cityName': '广州',\n",
       "  'areaDistrict': '白云区',\n",
       "  'businessDistrict': '罗冲围',\n",
       "  'jobType': 0,\n",
       "  'proxyJob': 0,\n",
       "  'proxyType': 0,\n",
       "  'anonymous': 0,\n",
       "  'outland': 0,\n",
       "  'optimal': 0,\n",
       "  'iconFlagList': [],\n",
       "  'itemId': 10,\n",
       "  'city': 101280100,\n",
       "  'isShield': 0,\n",
       "  'atsDirectPost': False,\n",
       "  'gps': None,\n",
       "  'lastModifyTime': 1687157308000,\n",
       "  'encryptBrandId': '282817f624075f791nJ-29i9EVI~',\n",
       "  'brandName': '广州市白云区松洲...',\n",
       "  'brandLogo': 'https://img.bosszhipin.com/beijin/icon/894ce6fa7e58d64d57e7f22d2f3a9d18afa7fcceaa24b8ea28f56f1bb14732c0.png',\n",
       "  'brandStageName': '',\n",
       "  'brandIndustry': '贸易/进出口',\n",
       "  'brandScaleName': '0-20人',\n",
       "  'welfareList': [],\n",
       "  'industry': 100504,\n",
       "  'contact': False},\n",
       " {'securityId': 'bdpjQP-0K26JC-j1LTlWb52BD5PD2JNNJ6X2iVFhopiCKl2cR2vvlUBD5SV5QCihKG_M7ruTQymbnTyCFKDbYfRujLyV_jkSf5SgUonF2X_rs-lH4M9G',\n",
       "  'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20200422/df5a6a7da92dc4bd46997037fa13cb36c0bd7de5c36e1064e78d882d6275a4b8_s.jpg',\n",
       "  'bossCert': 3,\n",
       "  'encryptBossId': 'a8bea2adf708e0b91nR_3tW8GFBQ',\n",
       "  'bossName': '黄女士',\n",
       "  'bossTitle': '行政',\n",
       "  'goldHunter': 0,\n",
       "  'bossOnline': False,\n",
       "  'encryptJobId': '80142ba2e334bda01Xx609q9E1pT',\n",
       "  'expectId': 0,\n",
       "  'jobName': '家装市场专员',\n",
       "  'lid': '9cA8J4p6GW2.search.11',\n",
       "  'salaryDesc': '3-5K',\n",
       "  'jobLabels': ['1-3年', '学历不限'],\n",
       "  'jobValidStatus': 1,\n",
       "  'iconWord': '',\n",
       "  'skills': ['金融',\n",
       "   '房地产',\n",
       "   '市场战略规划',\n",
       "   '品牌合作',\n",
       "   '客户开发',\n",
       "   '跨界营销经验',\n",
       "   '销售工作经验',\n",
       "   '数据分析经验',\n",
       "   '市场营销/广告相关专业'],\n",
       "  'jobExperience': '1-3年',\n",
       "  'daysPerWeekDesc': '',\n",
       "  'leastMonthDesc': '',\n",
       "  'jobDegree': '学历不限',\n",
       "  'cityName': '广州',\n",
       "  'areaDistrict': '番禺区',\n",
       "  'businessDistrict': '洛溪',\n",
       "  'jobType': 0,\n",
       "  'proxyJob': 0,\n",
       "  'proxyType': 0,\n",
       "  'anonymous': 0,\n",
       "  'outland': 0,\n",
       "  'optimal': 0,\n",
       "  'iconFlagList': [],\n",
       "  'itemId': 11,\n",
       "  'city': 101280100,\n",
       "  'isShield': 0,\n",
       "  'atsDirectPost': False,\n",
       "  'gps': None,\n",
       "  'lastModifyTime': 1682061712000,\n",
       "  'encryptBrandId': '71688060b4f719b21nJ_09u6Fls~',\n",
       "  'brandName': '轩怡智城装饰',\n",
       "  'brandLogo': 'https://img.bosszhipin.com/beijin/upload/com/workfeel/20210720/34a3e50fd594ed8211ef777ae5261f9d0db8049b51d6b992e791c4b755c2f24f.jpg',\n",
       "  'brandStageName': '未融资',\n",
       "  'brandIndustry': '装修装饰',\n",
       "  'brandScaleName': '500-999人',\n",
       "  'welfareList': ['员工旅游', '节日福利', '年终奖', '带薪年假', '零食下午茶'],\n",
       "  'industry': 100704,\n",
       "  'contact': False},\n",
       " {'securityId': '9xxVVuRVuehjJ-81OnFFmm1rsWJFAsSe6rp_-c4mnVfmV6klmWPe0vXB0wyyNmQzDKCMFBL0D2ZKiAJF8I17_9pTQTLMwVhRocGlF010CAFUntFeqg~~',\n",
       "  'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20220224/607f1f3d68754fd0eb044fd0631a507bfce8f505431966dd36bdd7e3887d7e4fd19fc270c4b62b0e_s.png',\n",
       "  'bossCert': 3,\n",
       "  'encryptBossId': '19e37c0f994f75641XN43ti8E1o~',\n",
       "  'bossName': '揭先生',\n",
       "  'bossTitle': '经理',\n",
       "  'goldHunter': 0,\n",
       "  'bossOnline': False,\n",
       "  'encryptJobId': 'dbd3836ca5f825601XNy2dS4GVRX',\n",
       "  'expectId': 0,\n",
       "  'jobName': '短视频编导',\n",
       "  'lid': '9cA8J4p6GW2.search.12',\n",
       "  'salaryDesc': '12-18K',\n",
       "  'jobLabels': ['1-3年', '大专'],\n",
       "  'jobValidStatus': 1,\n",
       "  'iconWord': '',\n",
       "  'skills': ['短视频'],\n",
       "  'jobExperience': '1-3年',\n",
       "  'daysPerWeekDesc': '',\n",
       "  'leastMonthDesc': '',\n",
       "  'jobDegree': '大专',\n",
       "  'cityName': '广州',\n",
       "  'areaDistrict': '番禺区',\n",
       "  'businessDistrict': '番禺广场',\n",
       "  'jobType': 0,\n",
       "  'proxyJob': 0,\n",
       "  'proxyType': 0,\n",
       "  'anonymous': 0,\n",
       "  'outland': 0,\n",
       "  'optimal': 0,\n",
       "  'iconFlagList': [],\n",
       "  'itemId': 12,\n",
       "  'city': 101280100,\n",
       "  'isShield': 0,\n",
       "  'atsDirectPost': False,\n",
       "  'gps': None,\n",
       "  'lastModifyTime': 1687172720000,\n",
       "  'encryptBrandId': '8c543f828841d9090n1_09q8FQ~~',\n",
       "  'brandName': '贝如科技',\n",
       "  'brandLogo': 'https://img.bosszhipin.com/beijin/upload/com/logo/20191211/f4ae746e9f1f00e47ea18fbff52b09d536bdd7e3887d7e4fd19fc270c4b62b0e.png',\n",
       "  'brandStageName': '未融资',\n",
       "  'brandIndustry': '计算机软件',\n",
       "  'brandScaleName': '0-20人',\n",
       "  'welfareList': ['五险一金',\n",
       "   '带薪年假',\n",
       "   '定期体检',\n",
       "   '年终奖',\n",
       "   '全勤奖',\n",
       "   '节日福利',\n",
       "   '零食下午茶',\n",
       "   '员工旅游'],\n",
       "  'industry': 100021,\n",
       "  'contact': False},\n",
       " {'securityId': 'jyndxdnKAWEE4-M1eA0OV8dPKq_UJM_XpfZH8P3H7QAvtBnNes2w1tISGVzVNERgTFYlx_6XF0ATklYL7o_OMOtm2FWWISdvcLiAS4JAfEEfWIYq5bg~',\n",
       "  'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20230310/607f1f3d68754fd0a124da0725937cab8a39a8566e95bfcc7a8a5e71b9988b82d062cec10e60af74_s.jpg',\n",
       "  'bossCert': 3,\n",
       "  'encryptBossId': 'fef0dbca946402f60XJ-09y1FlQ~',\n",
       "  'bossName': '陈女士',\n",
       "  'bossTitle': '招聘HR',\n",
       "  'goldHunter': 0,\n",
       "  'bossOnline': False,\n",
       "  'encryptJobId': 'e4d9b2d1a580d8641nx50tm4E1RT',\n",
       "  'expectId': 0,\n",
       "  'jobName': '办公室文员',\n",
       "  'lid': '9cA8J4p6GW2.search.13',\n",
       "  'salaryDesc': '4-8K',\n",
       "  'jobLabels': ['经验不限', '大专'],\n",
       "  'jobValidStatus': 1,\n",
       "  'iconWord': '',\n",
       "  'skills': ['售后文员', '行政专员', '仓库文员', '经理助理', '数据处理', '会计', '文员', '后勤专员'],\n",
       "  'jobExperience': '经验不限',\n",
       "  'daysPerWeekDesc': '',\n",
       "  'leastMonthDesc': '',\n",
       "  'jobDegree': '大专',\n",
       "  'cityName': '广州',\n",
       "  'areaDistrict': '番禺区',\n",
       "  'businessDistrict': '大石',\n",
       "  'jobType': 0,\n",
       "  'proxyJob': 0,\n",
       "  'proxyType': 0,\n",
       "  'anonymous': 0,\n",
       "  'outland': 0,\n",
       "  'optimal': 0,\n",
       "  'iconFlagList': [],\n",
       "  'itemId': 13,\n",
       "  'city': 101280100,\n",
       "  'isShield': 0,\n",
       "  'atsDirectPost': False,\n",
       "  'gps': None,\n",
       "  'lastModifyTime': 1687160467000,\n",
       "  'encryptBrandId': 'aaf58ebaa034784f1nV-09-8FFs~',\n",
       "  'brandName': '偏爱服饰有限公司',\n",
       "  'brandLogo': 'https://img.bosszhipin.com/beijin/mcs/chatphoto/20200905/a6889d16e5d867735b1b3f0737dde4d8d836f1d1f3c626015639362acd878c46_s.jpg',\n",
       "  'brandStageName': '未融资',\n",
       "  'brandIndustry': '服装/纺织/皮革',\n",
       "  'brandScaleName': '100-499人',\n",
       "  'welfareList': ['补充医疗保险', '全勤奖', '员工旅游', '通讯补贴', '节日福利', '五险'],\n",
       "  'industry': 101003,\n",
       "  'contact': False},\n",
       " {'securityId': 'IVHZ5g82_Ml7p-l1lK0TpMCZhluX08X1hY09Ku3oakKTjTwmJ2mtNB6qY9yw69fN63vE9etUz80Jbo0z8Q7ohhWFYtO1V4EKbr8RecTK1jVphP74Kw~~',\n",
       "  'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20220914/607f1f3d68754fd06d0e0215135746a0af2de9ad9b69ca8ae5f9276c1c4235b2667c97ce32939421_s.png',\n",
       "  'bossCert': 3,\n",
       "  'encryptBossId': 'd33c4544c2d667451XR82N69GVo~',\n",
       "  'bossName': '钟女士',\n",
       "  'bossTitle': '人力资源部总监',\n",
       "  'goldHunter': 0,\n",
       "  'bossOnline': False,\n",
       "  'encryptJobId': 'e751a30473e70e501XZ_39m7GVdT',\n",
       "  'expectId': 0,\n",
       "  'jobName': '法务主管',\n",
       "  'lid': '9cA8J4p6GW2.search.14',\n",
       "  'salaryDesc': '10-15K',\n",
       "  'jobLabels': ['3-5年', '本科'],\n",
       "  'jobValidStatus': 1,\n",
       "  'iconWord': '',\n",
       "  'skills': ['合同审查', '诉讼', '合规风控', '互联网', '游戏', '动漫', '项目申报', '文化传媒'],\n",
       "  'jobExperience': '3-5年',\n",
       "  'daysPerWeekDesc': '',\n",
       "  'leastMonthDesc': '',\n",
       "  'jobDegree': '本科',\n",
       "  'cityName': '广州',\n",
       "  'areaDistrict': '',\n",
       "  'businessDistrict': '',\n",
       "  'jobType': 0,\n",
       "  'proxyJob': 0,\n",
       "  'proxyType': 0,\n",
       "  'anonymous': 0,\n",
       "  'outland': 0,\n",
       "  'optimal': 0,\n",
       "  'iconFlagList': [],\n",
       "  'itemId': 14,\n",
       "  'city': 101280100,\n",
       "  'isShield': 0,\n",
       "  'atsDirectPost': False,\n",
       "  'gps': None,\n",
       "  'lastModifyTime': 1680769715000,\n",
       "  'encryptBrandId': '3fbce448209b60561n1_29-6Eg~~',\n",
       "  'brandName': '明星动画',\n",
       "  'brandLogo': 'https://img.bosszhipin.com/beijin/mcs/bar/20200226/9d60ba257be532dd1da3b6bc44dd92b6be1bd4a3bd2a63f070bdbdada9aad826.jpg',\n",
       "  'brandStageName': 'B轮',\n",
       "  'brandIndustry': '广播/影视',\n",
       "  'brandScaleName': '100-499人',\n",
       "  'welfareList': ['定期体检',\n",
       "   '假期',\n",
       "   '年终奖',\n",
       "   '全勤奖',\n",
       "   '五险一金',\n",
       "   '带薪年假',\n",
       "   '员工旅游',\n",
       "   '补充医疗保险',\n",
       "   '零食下午茶',\n",
       "   '节日福利'],\n",
       "  'industry': 100103,\n",
       "  'contact': False},\n",
       " {'securityId': '8D5oR0M2OgAbF-F1Zw24oqd3lA6tMquhlsZ5qkov-BjO1_epArTFgMjFkf8vVcDqP1Uc1H196UNYPqjFpNK6fla3YNPszLyTEsNUsiLXppo0XrMunMLQ',\n",
       "  'bossAvatar': 'https://img.bosszhipin.com/boss/avatar/avatar_9.png',\n",
       "  'bossCert': 3,\n",
       "  'encryptBossId': 'cdd90fba5c44ebd50nF43N68ElVS',\n",
       "  'bossName': '王女士',\n",
       "  'bossTitle': 'HR',\n",
       "  'goldHunter': 0,\n",
       "  'bossOnline': False,\n",
       "  'encryptJobId': 'a0888f795a1b15d31XN73dy9GVFQ',\n",
       "  'expectId': 0,\n",
       "  'jobName': '大码女装主播',\n",
       "  'lid': '9cA8J4p6GW2.search.15',\n",
       "  'salaryDesc': '8-13K',\n",
       "  'jobLabels': ['1-3年', '学历不限'],\n",
       "  'jobValidStatus': 1,\n",
       "  'iconWord': '',\n",
       "  'skills': ['抖音', '普通话流利', '大码女装', '女装直播', '性格活泼', '沟通能力强', '抖音直播', '大码女孩'],\n",
       "  'jobExperience': '1-3年',\n",
       "  'daysPerWeekDesc': '',\n",
       "  'leastMonthDesc': '',\n",
       "  'jobDegree': '学历不限',\n",
       "  'cityName': '广州',\n",
       "  'areaDistrict': '白云区',\n",
       "  'businessDistrict': '同德',\n",
       "  'jobType': 0,\n",
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       "  'anonymous': 0,\n",
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       "  'iconFlagList': [],\n",
       "  'itemId': 15,\n",
       "  'city': 101280100,\n",
       "  'isShield': 0,\n",
       "  'atsDirectPost': False,\n",
       "  'gps': None,\n",
       "  'lastModifyTime': 1687174355000,\n",
       "  'encryptBrandId': '49e4407d239bc16f1n1-3N29GFc~',\n",
       "  'brandName': '象牙',\n",
       "  'brandLogo': 'https://img.bosszhipin.com/beijin/upload/com/workfeel/20220922/7bf6f160950405e93698b3ff61a0ff2b00809b09c58adff6cf90bb1dc985c01a0ea21edf78f2e48c.jpg',\n",
       "  'brandStageName': '未融资',\n",
       "  'brandIndustry': '电子商务',\n",
       "  'brandScaleName': '20-99人',\n",
       "  'welfareList': ['员工旅游', '零食下午茶', '生日福利', '团建聚餐', '节日福利'],\n",
       "  'industry': 100001,\n",
       "  'contact': False},\n",
       " {'securityId': 'V5HgPrDP4rxMY-01RTd-dPFFDjezXmM-hUlF7weysQanSfG_-BbFBfX0MjOTLwe03gNU1agGtT0ZcL0f70Be6C-bn8n_imXLQuxIkgzZRl4xBP1M0y0~',\n",
       "  'bossAvatar': 'https://img.bosszhipin.com/beijin/mcs/useravatar/20181122/03f0e0bb2f63db354fa454827f93aacccfcd208495d565ef66e7dff9f98764da_sg.jpg',\n",
       "  'bossCert': 3,\n",
       "  'encryptBossId': '37a8b3878858df60031-3d29F1M~',\n",
       "  'bossName': '覃先生',\n",
       "  'bossTitle': '产品部经理',\n",
       "  'goldHunter': 0,\n",
       "  'bossOnline': False,\n",
       "  'encryptJobId': '5331fcbf986a24b71n182dW6FFtT',\n",
       "  'expectId': 0,\n",
       "  'jobName': '推荐数据内容库项目经理',\n",
       "  'lid': '9cA8J4p6GW2.search.16',\n",
       "  'salaryDesc': '10-15K',\n",
       "  'jobLabels': ['1-3年', '本科'],\n",
       "  'jobValidStatus': 1,\n",
       "  'iconWord': '',\n",
       "  'skills': ['需求分析工程师', '需求分析评估', '产品设计', '产品验收', '产品内部评审', '需求采集'],\n",
       "  'jobExperience': '1-3年',\n",
       "  'daysPerWeekDesc': '',\n",
       "  'leastMonthDesc': '',\n",
       "  'jobDegree': '本科',\n",
       "  'cityName': '广州',\n",
       "  'areaDistrict': '越秀区',\n",
       "  'businessDistrict': '环市东',\n",
       "  'jobType': 0,\n",
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       "  'iconFlagList': [],\n",
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       "  'city': 101280100,\n",
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       "  'atsDirectPost': False,\n",
       "  'gps': None,\n",
       "  'lastModifyTime': 1680862060000,\n",
       "  'encryptBrandId': 'e0bb988fe1c38be61n1-3d2_Elo~',\n",
       "  'brandName': '名医汇',\n",
       "  'brandLogo': 'https://img.bosszhipin.com/beijin/icon/894ce6fa7e58d64d57e7f22d2f3a9d18afa7fcceaa24b8ea28f56f1bb14732c0.png',\n",
       "  'brandStageName': '',\n",
       "  'brandIndustry': '医疗健康',\n",
       "  'brandScaleName': '20-99人',\n",
       "  'welfareList': [],\n",
       "  'industry': 100006,\n",
       "  'contact': False},\n",
       " {'securityId': 'WyFjeqccPPiVW-o13H0RB61rzm_dAHdscjDteLMCuGZ3mYiQ8sziAqPnY5FykeREWQM_TY5Wp1TACCDFshnxksnF_PbG6D1UW_uRwbH-T94vT60pHONe',\n",
       "  'bossAvatar': 'https://img.bosszhipin.com/boss/avatar/avatar_6.png',\n",
       "  'bossCert': 3,\n",
       "  'encryptBossId': '37afde98671269c70nF53NS9FFtW',\n",
       "  'bossName': '万先生',\n",
       "  'bossTitle': '招聘者',\n",
       "  'goldHunter': 0,\n",
       "  'bossOnline': False,\n",
       "  'encryptJobId': 'bb861ee2cb32fd291Xdz3964EFBT',\n",
       "  'expectId': 0,\n",
       "  'jobName': '广州七个牛餐饮管理招聘凉菜厨师',\n",
       "  'lid': '9cA8J4p6GW2.search.17',\n",
       "  'salaryDesc': '4-6K',\n",
       "  'jobLabels': ['经验不限', '学历不限'],\n",
       "  'jobValidStatus': 1,\n",
       "  'iconWord': '',\n",
       "  'skills': ['早点/小吃', '无经验', '1-3年'],\n",
       "  'jobExperience': '经验不限',\n",
       "  'daysPerWeekDesc': '',\n",
       "  'leastMonthDesc': '',\n",
       "  'jobDegree': '学历不限',\n",
       "  'cityName': '广州',\n",
       "  'areaDistrict': '海珠区',\n",
       "  'businessDistrict': '江燕路',\n",
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       "  'iconFlagList': [],\n",
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       "  'city': 101280100,\n",
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       "  'atsDirectPost': False,\n",
       "  'gps': None,\n",
       "  'lastModifyTime': 1687174895000,\n",
       "  'encryptBrandId': '40455fa625131b611XZ40tW9FVM~',\n",
       "  'brandName': '广州七个牛餐饮管理',\n",
       "  'brandLogo': 'https://img.bosszhipin.com/beijin/icon/894ce6fa7e58d64d57e7f22d2f3a9d18afa7fcceaa24b8ea28f56f1bb14732c0.png',\n",
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       "  'brandScaleName': '0-20人',\n",
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       "  'contact': False},\n",
       " {'securityId': 'fH7iLfbG2aCRU-H1E4irpKG4EsMNFbaBz_nJQvfjm8URhtLZB8Xo9YoMkBtkd_RGjFIoEv9gblkTrkPQIM0auGKAYU4Ki44LQhh7znhszRpXdN37chU~',\n",
       "  'bossAvatar': 'https://img.bosszhipin.com/beijin/mcs/useravatar/20190215/65bd8bfba0f3195f12d281b105dcc54285672d703132b8b92396dc8b430a0ed6_s.png',\n",
       "  'bossCert': 3,\n",
       "  'encryptBossId': '00dc0e727d39e68b1HV82t67E1Y~',\n",
       "  'bossName': '曹先生',\n",
       "  'bossTitle': '研究员',\n",
       "  'goldHunter': 0,\n",
       "  'bossOnline': False,\n",
       "  'encryptJobId': '3a809cf40aff05f51XB72921EVRX',\n",
       "  'expectId': 0,\n",
       "  'jobName': '导航算法工程师',\n",
       "  'lid': '9cA8J4p6GW2.search.18',\n",
       "  'salaryDesc': '20-40K',\n",
       "  'jobLabels': ['1-3年', '硕士'],\n",
       "  'jobValidStatus': 1,\n",
       "  'iconWord': '',\n",
       "  'skills': ['业务导向', '智能驾驶', 'C/C++', '计算机相关专业', '机器学习算法/工程化经验'],\n",
       "  'jobExperience': '1-3年',\n",
       "  'daysPerWeekDesc': '',\n",
       "  'leastMonthDesc': '',\n",
       "  'jobDegree': '硕士',\n",
       "  'cityName': '广州',\n",
       "  'areaDistrict': '黄埔区',\n",
       "  'businessDistrict': '科学城',\n",
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       "  'city': 101280100,\n",
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       "  'atsDirectPost': False,\n",
       "  'gps': None,\n",
       "  'lastModifyTime': 1685497143000,\n",
       "  'encryptBrandId': 'f0d51e77e5f6424c1n1z3du5EFQ~',\n",
       "  'brandName': '视源股份(CVTE)',\n",
       "  'brandLogo': 'https://img.bosszhipin.com/beijin/mcs/banner/fbf471da61bc62bda7052859271619c4cfcd208495d565ef66e7dff9f98764da.jpg',\n",
       "  'brandStageName': '已上市',\n",
       "  'brandIndustry': '电子/半导体/集成电路',\n",
       "  'brandScaleName': '1000-9999人',\n",
       "  'welfareList': ['员工旅游',\n",
       "   '零食下午茶',\n",
       "   '股票期权',\n",
       "   '餐补',\n",
       "   '住房补贴',\n",
       "   '通讯补贴',\n",
       "   '绩效奖金',\n",
       "   '五险一金',\n",
       "   '带薪年假',\n",
       "   '免费班车',\n",
       "   '年终奖',\n",
       "   '包吃',\n",
       "   '补充医疗保险',\n",
       "   '定期体检',\n",
       "   '节日福利',\n",
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       "  'industry': 100026,\n",
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       " {'securityId': 'p0ai2nEgGDHsY-61lgdIA1YkkuQcGOUyKe77kWaRIh9nD5DMxnBZ1ZyUP6TSzRnMh2VgBL6N2x6kdBYycK8sQKLwT1viRl-zDKT_C1RdAajw5D1gstlK',\n",
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       "  'bossCert': 3,\n",
       "  'encryptBossId': 'fa3e753c21923a821nR43dq8FVdW',\n",
       "  'bossName': '黄女士',\n",
       "  'bossTitle': '人事',\n",
       "  'goldHunter': 0,\n",
       "  'bossOnline': False,\n",
       "  'encryptJobId': '245222923c0a38111XF90ty9GVFQ',\n",
       "  'expectId': 0,\n",
       "  'jobName': '充电宝BDM岗（番禺）',\n",
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       "  'salaryDesc': '4-9K',\n",
       "  'jobLabels': ['经验不限', '学历不限'],\n",
       "  'jobValidStatus': 1,\n",
       "  'iconWord': '',\n",
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       "   '15人（含）以上',\n",
       "   '个人（To C）',\n",
       "   '较多外勤',\n",
       "   '快消/零售产品推广经验',\n",
       "   '软件推广经验',\n",
       "   '销售工作经验',\n",
       "   '商务谈判能力',\n",
       "   '市场分析判断能力',\n",
       "   '营销能力',\n",
       "   'O2O',\n",
       "   '互联网/科技',\n",
       "   '批发/零售'],\n",
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       "  'jobDegree': '学历不限',\n",
       "  'cityName': '广州',\n",
       "  'areaDistrict': '海珠区',\n",
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       "  'atsDirectPost': False,\n",
       "  'gps': None,\n",
       "  'lastModifyTime': 1687156544000,\n",
       "  'encryptBrandId': 'f06b35a7c9dfa1e61Xd92N-4EFo~',\n",
       "  'brandName': '广州市帆晟装饰工程',\n",
       "  'brandLogo': 'https://img.bosszhipin.com/beijin/icon/894ce6fa7e58d64d57e7f22d2f3a9d18afa7fcceaa24b8ea28f56f1bb14732c0.png',\n",
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       "  'brandIndustry': 'O2O',\n",
       "  'brandScaleName': '20-99人',\n",
       "  'welfareList': [],\n",
       "  'industry': 100008,\n",
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       " {'securityId': 'eBEGT419JuHmS-61ZDJaVIp3hoYQopKblgnkqnLnohhKKrLUj_-CzbMMNMfdUdzCES0zEUz9I8bWwf1zQUfpTDqKA6ejC_4CiyQ4ROH4RLToE_TNhIM~',\n",
       "  'bossAvatar': 'https://img.bosszhipin.com/boss/avatar/avatar_7.png',\n",
       "  'bossCert': 3,\n",
       "  'encryptBossId': '1fc27b5edcfb00080nZ529-4EVRT',\n",
       "  'bossName': '柯先生',\n",
       "  'bossTitle': '广州办事处',\n",
       "  'goldHunter': 0,\n",
       "  'bossOnline': False,\n",
       "  'encryptJobId': '85a7341f8c69e1a11XZ_2tm-F1VX',\n",
       "  'expectId': 0,\n",
       "  'jobName': 'IT技术支持',\n",
       "  'lid': '9cA8J4p6GW2.search.20',\n",
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       "  'jobValidStatus': 1,\n",
       "  'iconWord': '',\n",
       "  'skills': ['工程师', '信息技术', '教育', '服务', '应届生'],\n",
       "  'jobExperience': '',\n",
       "  'daysPerWeekDesc': '6天/周',\n",
       "  'leastMonthDesc': '3个月',\n",
       "  'jobDegree': '大专',\n",
       "  'cityName': '广州',\n",
       "  'areaDistrict': '天河区',\n",
       "  'businessDistrict': '棠下',\n",
       "  'jobType': 4,\n",
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       "  'iconFlagList': [],\n",
       "  'itemId': 20,\n",
       "  'city': 101280100,\n",
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       "  'atsDirectPost': False,\n",
       "  'gps': None,\n",
       "  'lastModifyTime': 1680770746000,\n",
       "  'encryptBrandId': '71042beda7fea2ed1XB92du-Eg~~',\n",
       "  'brandName': '创先泰克',\n",
       "  'brandLogo': 'https://img.bosszhipin.com/beijin/mcs/chatphoto/20180807/a657a7f05338b5b5c182791c8b05d9aacfcd208495d565ef66e7dff9f98764da.jpg',\n",
       "  'brandStageName': '不需要融资',\n",
       "  'brandIndustry': '互联网',\n",
       "  'brandScaleName': '100-499人',\n",
       "  'welfareList': ['交通补助',\n",
       "   '全勤奖',\n",
       "   '年终奖',\n",
       "   '节日福利',\n",
       "   '五险一金',\n",
       "   '带薪年假',\n",
       "   '员工旅游',\n",
       "   '通讯补贴'],\n",
       "  'industry': 100020,\n",
       "  'contact': False},\n",
       " {'securityId': '4CScOw0EOCLwl-Q1ggen4ZOWcePhJcfwCNKRatDrjbis5M2I9sEUL0RhVhCJ39APKeRyG1bgAkmaI3FlOUCXaQeMryjLQjlH3sXZPief34djqpw~',\n",
       "  'bossAvatar': 'https://img.bosszhipin.com/boss/avatar/avatar_7.png',\n",
       "  'bossCert': 3,\n",
       "  'encryptBossId': 'ec1654ef439b12891X1_29W4Elc~',\n",
       "  'bossName': '谢先生',\n",
       "  'bossTitle': '总经理',\n",
       "  'goldHunter': 0,\n",
       "  'bossOnline': False,\n",
       "  'encryptJobId': 'c70515b7f446a2e01nxy2t25F1I~',\n",
       "  'expectId': 0,\n",
       "  'jobName': '技术合伙人',\n",
       "  'lid': '9cA8J4p6GW2.search.21',\n",
       "  'salaryDesc': '3-5K',\n",
       "  'jobLabels': ['经验不限', '大专'],\n",
       "  'jobValidStatus': 1,\n",
       "  'iconWord': '',\n",
       "  'skills': ['运维管理'],\n",
       "  'jobExperience': '经验不限',\n",
       "  'daysPerWeekDesc': '',\n",
       "  'leastMonthDesc': '',\n",
       "  'jobDegree': '大专',\n",
       "  'cityName': '广州',\n",
       "  'areaDistrict': '天河区',\n",
       "  'businessDistrict': '黄村',\n",
       "  'jobType': 0,\n",
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       "  'proxyType': 0,\n",
       "  'anonymous': 0,\n",
       "  'outland': 0,\n",
       "  'optimal': 0,\n",
       "  'iconFlagList': [],\n",
       "  'itemId': 21,\n",
       "  'city': 101280100,\n",
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       "  'atsDirectPost': False,\n",
       "  'gps': None,\n",
       "  'lastModifyTime': 1680751135000,\n",
       "  'encryptBrandId': '1d6786c8e000dd2233Z73ti_',\n",
       "  'brandName': '宇力',\n",
       "  'brandLogo': 'https://img.bosszhipin.com/beijin/mcs/chatphoto/20180402/b64e3f8b7ae06aee08e73f155c7591ff5748a40c6df9c8c927d1e9e31387716d.jpg',\n",
       "  'brandStageName': '不需要融资',\n",
       "  'brandIndustry': '智能硬件',\n",
       "  'brandScaleName': '0-20人',\n",
       "  'welfareList': ['节日福利',\n",
       "   '带薪年假',\n",
       "   '年终奖',\n",
       "   '员工旅游',\n",
       "   '加班补助',\n",
       "   '五险一金',\n",
       "   '交通补助',\n",
       "   '通讯补贴'],\n",
       "  'industry': 100018,\n",
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       " {'securityId': 'jhzduLnpIcK5n-71wQLgd-bq24UrbpU1As9kTgvYBcR47IGvm35cIR-zHUAaTxrS6QYVLVJUnC2zGDXH1IbDqbcnG8P5M-4a75G0dgwg4eSaJH3K',\n",
       "  'bossAvatar': 'https://img.bosszhipin.com/boss/avatar/avatar_3.png',\n",
       "  'bossCert': 3,\n",
       "  'encryptBossId': 'c715edb62c4ae9f41HZ-2ty5FlI~',\n",
       "  'bossName': '黄女士',\n",
       "  'bossTitle': 'HRBP',\n",
       "  'goldHunter': 0,\n",
       "  'bossOnline': False,\n",
       "  'encryptJobId': '9fa2f12619ad0abb1Xx62tS-E1JX',\n",
       "  'expectId': 0,\n",
       "  'jobName': '智能硬件产品经理',\n",
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       "  'jobExperience': '3-5年',\n",
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       "  'jobDegree': '本科',\n",
       "  'cityName': '广州',\n",
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       "  'atsDirectPost': False,\n",
       "  'gps': None,\n",
       "  'lastModifyTime': 1681908036000,\n",
       "  'encryptBrandId': 'aa44651af09cf3ba1Hxy3N66',\n",
       "  'brandName': '博依特科技',\n",
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       "   '补充医疗保险',\n",
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       "  'bossCert': 3,\n",
       "  'encryptBossId': '2c099d33c4a98ca10nd83NS1FVRW',\n",
       "  'bossName': '何女士',\n",
       "  'bossTitle': '销售总监',\n",
       "  'goldHunter': 0,\n",
       "  'bossOnline': False,\n",
       "  'encryptJobId': 'f1b38892d20c960f1nxy09q9FVFQ',\n",
       "  'expectId': 0,\n",
       "  'jobName': '电话销售',\n",
       "  'lid': '9cA8J4p6GW2.search.23',\n",
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       "  'jobDegree': '学历不限',\n",
       "  'cityName': '广州',\n",
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       "  'atsDirectPost': False,\n",
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       "  'lastModifyTime': 1687170489000,\n",
       "  'encryptBrandId': 'eb7694a0d3a8e1fc1HB_39i9FA~~',\n",
       "  'brandName': '金财控股',\n",
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       "  'brandIndustry': '培训机构',\n",
       "  'brandScaleName': '1000-9999人',\n",
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       "   '餐补',\n",
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       "   '通讯补贴',\n",
       "   '交通补助',\n",
       "   '全勤奖',\n",
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       "   '零食下午茶',\n",
       "   '员工旅游',\n",
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       "  'contact': False},\n",
       " {'securityId': 'PtTOk4Ghdq924-V1G6TcdHy3PfzdzNNzG_ujnBMlA7SA1IEE4M2zYb7krG-nDtNBcFjftCDW_tR00d50-anJy6enBEsEx3Vp3nOize7AfzL5eK7Xtw~~',\n",
       "  'bossAvatar': 'https://img.bosszhipin.com/boss/avatar/avatar_3.png',\n",
       "  'bossCert': 3,\n",
       "  'encryptBossId': '527da32ba5122d6f03x839y8GFQ~',\n",
       "  'bossName': '张女士',\n",
       "  'bossTitle': '人事专员',\n",
       "  'goldHunter': 0,\n",
       "  'bossOnline': False,\n",
       "  'encryptJobId': '6b31a5c7ec553f0f1Xd53Nu7E1NQ',\n",
       "  'expectId': 0,\n",
       "  'jobName': '外贸业务员',\n",
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       "  'lastModifyTime': 1687160158000,\n",
       "  'encryptBrandId': '4dea265778e5dbc81HR72N20FA~~',\n",
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       "  'bossName': '窦先生',\n",
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       "  'bossOnline': False,\n",
       "  'encryptJobId': 'f58afbcae13c19171XN90tm0E1pW',\n",
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       "  'lid': '9cA8J4p6GW2.search.25',\n",
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       "  'lastModifyTime': 1681955061000,\n",
       "  'encryptBrandId': '676e17a03e7ba6c71XFz09u0EVM~',\n",
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       "  'bossName': '李先生',\n",
       "  'bossTitle': '人事专员',\n",
       "  'goldHunter': 0,\n",
       "  'bossOnline': False,\n",
       "  'encryptJobId': '1e0746000d684fce1nx73tS5FFFX',\n",
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       "   'Linux',\n",
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       "  'encryptBrandId': 'b4b5822517b965ca1nB939S9E1s~',\n",
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       "   '五险',\n",
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       "   '补充医疗保险',\n",
       "   '绩效奖金',\n",
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       "   '零食下午茶',\n",
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       "  'bossOnline': False,\n",
       "  'encryptJobId': '6ec884947c402a961XF-2960E1JQ',\n",
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       "  'jobName': '财税公司外账会计-双休',\n",
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       "  'encryptBrandId': '320a4401916892510HR43Ni0GA~~',\n",
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       " {'securityId': '9hq4tnyxjuQzP-w1bPBBos8FPQAcZnRDOpIC0ypGFLQuwdOXU6Yeri5qTBXPYGHAVj919yQrz_8psfrHidvB2R4brjjYvdzF0i3L888J_0r9BbYyGDkL',\n",
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       "  'bossCert': 3,\n",
       "  'encryptBossId': '8f5c2292adb76ff80nF42tm9FVpU',\n",
       "  'bossName': '司徒女士',\n",
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       "  'bossOnline': False,\n",
       "  'encryptJobId': '890df6958fa583611XFy0tu0GFFQ',\n",
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       "  'jobName': '高级项目管理工程师-工业自动化',\n",
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       "  'city': 101280100,\n",
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       "  'gps': None,\n",
       "  'lastModifyTime': 1680778037000,\n",
       "  'encryptBrandId': '77a0eb59bef256271nx73tS1FlA~',\n",
       "  'brandName': '德国西克传感器',\n",
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       "   '团建聚餐',\n",
       "   '节假提前下班',\n",
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       "   '带薪年假',\n",
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       "   '补充医疗保险',\n",
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       "  'industry': 100902,\n",
       "  'contact': False},\n",
       " {'securityId': 'PjTQbXiMXutwL-v1jOYNA7xitVyzdNCragxdENjqRmWxk1tJQzv-kz4mmnETgromcNnS9JtiePowlk0K0eHmjmECrp8F-zs31Qn5Si-ifz8Hzh4dUw~~',\n",
       "  'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20220816/607f1f3d68754fd02ada10ee73e65ec82e016dbbb8bc9ae5c02ef331c96524cfec941b55066b8e63_s.png',\n",
       "  'bossCert': 3,\n",
       "  'encryptBossId': 'a486c591c45bd9f0031y0tu4EVo~',\n",
       "  'bossName': '简女士',\n",
       "  'bossTitle': 'HR',\n",
       "  'goldHunter': 0,\n",
       "  'bossOnline': False,\n",
       "  'encryptJobId': '1d819944df5bab251XN-0tW4GVdT',\n",
       "  'expectId': 0,\n",
       "  'jobName': '编辑主任（兼语文编辑）',\n",
       "  'lid': '9cA8J4p6GW2.search.29',\n",
       "  'salaryDesc': '8-12K',\n",
       "  'jobLabels': ['3-5年', '本科'],\n",
       "  'jobValidStatus': 1,\n",
       "  'iconWord': '',\n",
       "  'skills': ['图书', '教育类', '初中高中教辅资料', '语文教辅资料编辑', '语文老师'],\n",
       "  'jobExperience': '3-5年',\n",
       "  'daysPerWeekDesc': '',\n",
       "  'leastMonthDesc': '',\n",
       "  'jobDegree': '本科',\n",
       "  'cityName': '广州',\n",
       "  'areaDistrict': '天河区',\n",
       "  'businessDistrict': '棠下',\n",
       "  'jobType': 0,\n",
       "  'proxyJob': 0,\n",
       "  'proxyType': 0,\n",
       "  'anonymous': 0,\n",
       "  'outland': 0,\n",
       "  'optimal': 0,\n",
       "  'iconFlagList': [],\n",
       "  'itemId': 29,\n",
       "  'city': 101280100,\n",
       "  'isShield': 0,\n",
       "  'atsDirectPost': False,\n",
       "  'gps': None,\n",
       "  'lastModifyTime': 1687171675000,\n",
       "  'encryptBrandId': '27a3b53fab6dbfb60n150tq1GA~~',\n",
       "  'brandName': '广东习课',\n",
       "  'brandLogo': 'https://img.bosszhipin.com/beijin/upload/com/workfeel/20230414/7bf6f160950405e9bea9a7c487b1996c47e0d4bfe4c72e6cc02ef331c96524cfec941b55066b8e63.jpg',\n",
       "  'brandStageName': '未融资',\n",
       "  'brandIndustry': '计算机软件',\n",
       "  'brandScaleName': '20-99人',\n",
       "  'welfareList': ['年终奖',\n",
       "   '零食下午茶',\n",
       "   '全勤奖',\n",
       "   '节日福利',\n",
       "   '餐补',\n",
       "   '加班补助',\n",
       "   '五险一金',\n",
       "   '交通补助',\n",
       "   '带薪年假',\n",
       "   '员工旅游'],\n",
       "  'industry': 100021,\n",
       "  'contact': False},\n",
       " {'securityId': 'khdzO5yL0cZiR-s16-S1MLKyxxIQ1cPcas4zdMKtVV9bQWDLRTk-tR26Nm-tct7POiCbJ1BHMFIc1_uv7XT4pTnZLo0CDese9HXF6Gr0NzuunKSDKTw~',\n",
       "  'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20230406/607f1f3d68754fd0e95e7e5195731fb8ded48e2bf0dd127e55edfd31a5cf4675452f496d2238f30e_s.jpg',\n",
       "  'bossCert': 3,\n",
       "  'encryptBossId': 'd5bc8638bc9ee4470HV52d2_GFY~',\n",
       "  'bossName': '包先生',\n",
       "  'bossTitle': '七点广东-总经理',\n",
       "  'goldHunter': 0,\n",
       "  'bossOnline': False,\n",
       "  'encryptJobId': '652142838ad7ec591n153N24GVNQ',\n",
       "  'expectId': 0,\n",
       "  'jobName': '外墙涂料项目经理',\n",
       "  'lid': '9cA8J4p6GW2.search.30',\n",
       "  'salaryDesc': '7-12K',\n",
       "  'jobLabels': ['1-3年', '大专'],\n",
       "  'jobValidStatus': 1,\n",
       "  'iconWord': '',\n",
       "  'skills': ['二级建造师', '一级建造师', '施工员证', '住宅地产', '别墅地产', '旧改项目', '综合体', '高层建筑'],\n",
       "  'jobExperience': '1-3年',\n",
       "  'daysPerWeekDesc': '',\n",
       "  'leastMonthDesc': '',\n",
       "  'jobDegree': '大专',\n",
       "  'cityName': '广州',\n",
       "  'areaDistrict': '黄埔区',\n",
       "  'businessDistrict': '科学城',\n",
       "  'jobType': 0,\n",
       "  'proxyJob': 0,\n",
       "  'proxyType': 0,\n",
       "  'anonymous': 0,\n",
       "  'outland': 0,\n",
       "  'optimal': 0,\n",
       "  'iconFlagList': [],\n",
       "  'itemId': 30,\n",
       "  'city': 101280100,\n",
       "  'isShield': 0,\n",
       "  'atsDirectPost': False,\n",
       "  'gps': None,\n",
       "  'lastModifyTime': 1680758937000,\n",
       "  'encryptBrandId': 'b46bf9d1823f252b1nN-3dq_E1U~',\n",
       "  'brandName': '七点工程',\n",
       "  'brandLogo': 'https://img.bosszhipin.com/beijin/upload/com/workfeel/20211129/7bf6f160950405e9389cae7743a0203d25f264813e7d12f155edfd31a5cf4675452f496d2238f30e.jpg',\n",
       "  'brandStageName': '未融资',\n",
       "  'brandIndustry': '工程施工',\n",
       "  'brandScaleName': '100-499人',\n",
       "  'welfareList': ['节日福利', '五险一金', '带薪年假'],\n",
       "  'industry': 100702,\n",
       "  'contact': False}]"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "jobL = response_data['zpData']['jobList']\n",
    "jobL"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "50e76341",
   "metadata": {},
   "source": [
    "## 翻页"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "6bae293b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import copy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "071d0159",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'scene': '1',\n",
       "  'query': '',\n",
       "  'city': '101280100',\n",
       "  'key': '产品经理',\n",
       "  'dq': '101280100',\n",
       "  'experience': '',\n",
       "  'payType': '',\n",
       "  'partTime': '',\n",
       "  'degree': '',\n",
       "  'industry': '',\n",
       "  'scale': '',\n",
       "  'stage': '',\n",
       "  'position': '',\n",
       "  'jobType': '',\n",
       "  'salary': '',\n",
       "  'multiBusinessDistrict': '',\n",
       "  'multiSubway': '',\n",
       "  'page': 0,\n",
       "  'pageSize': '30'},\n",
       " {'scene': '1',\n",
       "  'query': '',\n",
       "  'city': '101280100',\n",
       "  'key': '产品经理',\n",
       "  'dq': '101280100',\n",
       "  'experience': '',\n",
       "  'payType': '',\n",
       "  'partTime': '',\n",
       "  'degree': '',\n",
       "  'industry': '',\n",
       "  'scale': '',\n",
       "  'stage': '',\n",
       "  'position': '',\n",
       "  'jobType': '',\n",
       "  'salary': '',\n",
       "  'multiBusinessDistrict': '',\n",
       "  'multiSubway': '',\n",
       "  'page': 1,\n",
       "  'pageSize': '30'},\n",
       " {'scene': '1',\n",
       "  'query': '',\n",
       "  'city': '101280100',\n",
       "  'key': '产品经理',\n",
       "  'dq': '101280100',\n",
       "  'experience': '',\n",
       "  'payType': '',\n",
       "  'partTime': '',\n",
       "  'degree': '',\n",
       "  'industry': '',\n",
       "  'scale': '',\n",
       "  'stage': '',\n",
       "  'position': '',\n",
       "  'jobType': '',\n",
       "  'salary': '',\n",
       "  'multiBusinessDistrict': '',\n",
       "  'multiSubway': '',\n",
       "  'page': 2,\n",
       "  'pageSize': '30'},\n",
       " {'scene': '1',\n",
       "  'query': '',\n",
       "  'city': '101280100',\n",
       "  'key': '产品经理',\n",
       "  'dq': '101280100',\n",
       "  'experience': '',\n",
       "  'payType': '',\n",
       "  'partTime': '',\n",
       "  'degree': '',\n",
       "  'industry': '',\n",
       "  'scale': '',\n",
       "  'stage': '',\n",
       "  'position': '',\n",
       "  'jobType': '',\n",
       "  'salary': '',\n",
       "  'multiBusinessDistrict': '',\n",
       "  'multiSubway': '',\n",
       "  'page': 3,\n",
       "  'pageSize': '30'},\n",
       " {'scene': '1',\n",
       "  'query': '',\n",
       "  'city': '101280100',\n",
       "  'key': '产品经理',\n",
       "  'dq': '101280100',\n",
       "  'experience': '',\n",
       "  'payType': '',\n",
       "  'partTime': '',\n",
       "  'degree': '',\n",
       "  'industry': '',\n",
       "  'scale': '',\n",
       "  'stage': '',\n",
       "  'position': '',\n",
       "  'jobType': '',\n",
       "  'salary': '',\n",
       "  'multiBusinessDistrict': '',\n",
       "  'multiSubway': '',\n",
       "  'page': 4,\n",
       "  'pageSize': '30'},\n",
       " {'scene': '1',\n",
       "  'query': '',\n",
       "  'city': '101280100',\n",
       "  'key': '产品经理',\n",
       "  'dq': '101280100',\n",
       "  'experience': '',\n",
       "  'payType': '',\n",
       "  'partTime': '',\n",
       "  'degree': '',\n",
       "  'industry': '',\n",
       "  'scale': '',\n",
       "  'stage': '',\n",
       "  'position': '',\n",
       "  'jobType': '',\n",
       "  'salary': '',\n",
       "  'multiBusinessDistrict': '',\n",
       "  'multiSubway': '',\n",
       "  'page': 5,\n",
       "  'pageSize': '30'},\n",
       " {'scene': '1',\n",
       "  'query': '',\n",
       "  'city': '101280100',\n",
       "  'key': '产品经理',\n",
       "  'dq': '101280100',\n",
       "  'experience': '',\n",
       "  'payType': '',\n",
       "  'partTime': '',\n",
       "  'degree': '',\n",
       "  'industry': '',\n",
       "  'scale': '',\n",
       "  'stage': '',\n",
       "  'position': '',\n",
       "  'jobType': '',\n",
       "  'salary': '',\n",
       "  'multiBusinessDistrict': '',\n",
       "  'multiSubway': '',\n",
       "  'page': 6,\n",
       "  'pageSize': '30'},\n",
       " {'scene': '1',\n",
       "  'query': '',\n",
       "  'city': '101280100',\n",
       "  'key': '产品经理',\n",
       "  'dq': '101280100',\n",
       "  'experience': '',\n",
       "  'payType': '',\n",
       "  'partTime': '',\n",
       "  'degree': '',\n",
       "  'industry': '',\n",
       "  'scale': '',\n",
       "  'stage': '',\n",
       "  'position': '',\n",
       "  'jobType': '',\n",
       "  'salary': '',\n",
       "  'multiBusinessDistrict': '',\n",
       "  'multiSubway': '',\n",
       "  'page': 7,\n",
       "  'pageSize': '30'},\n",
       " {'scene': '1',\n",
       "  'query': '',\n",
       "  'city': '101280100',\n",
       "  'key': '产品经理',\n",
       "  'dq': '101280100',\n",
       "  'experience': '',\n",
       "  'payType': '',\n",
       "  'partTime': '',\n",
       "  'degree': '',\n",
       "  'industry': '',\n",
       "  'scale': '',\n",
       "  'stage': '',\n",
       "  'position': '',\n",
       "  'jobType': '',\n",
       "  'salary': '',\n",
       "  'multiBusinessDistrict': '',\n",
       "  'multiSubway': '',\n",
       "  'page': 8,\n",
       "  'pageSize': '30'},\n",
       " {'scene': '1',\n",
       "  'query': '',\n",
       "  'city': '101280100',\n",
       "  'key': '产品经理',\n",
       "  'dq': '101280100',\n",
       "  'experience': '',\n",
       "  'payType': '',\n",
       "  'partTime': '',\n",
       "  'degree': '',\n",
       "  'industry': '',\n",
       "  'scale': '',\n",
       "  'stage': '',\n",
       "  'position': '',\n",
       "  'jobType': '',\n",
       "  'salary': '',\n",
       "  'multiBusinessDistrict': '',\n",
       "  'multiSubway': '',\n",
       "  'page': 9,\n",
       "  'pageSize': '30'},\n",
       " {'scene': '1',\n",
       "  'query': '',\n",
       "  'city': '101280100',\n",
       "  'key': '产品经理',\n",
       "  'dq': '101280100',\n",
       "  'experience': '',\n",
       "  'payType': '',\n",
       "  'partTime': '',\n",
       "  'degree': '',\n",
       "  'industry': '',\n",
       "  'scale': '',\n",
       "  'stage': '',\n",
       "  'position': '',\n",
       "  'jobType': '',\n",
       "  'salary': '',\n",
       "  'multiBusinessDistrict': '',\n",
       "  'multiSubway': '',\n",
       "  'page': 10,\n",
       "  'pageSize': '30'},\n",
       " {'scene': '1',\n",
       "  'query': '',\n",
       "  'city': '101280100',\n",
       "  'key': '产品经理',\n",
       "  'dq': '101280100',\n",
       "  'experience': '',\n",
       "  'payType': '',\n",
       "  'partTime': '',\n",
       "  'degree': '',\n",
       "  'industry': '',\n",
       "  'scale': '',\n",
       "  'stage': '',\n",
       "  'position': '',\n",
       "  'jobType': '',\n",
       "  'salary': '',\n",
       "  'multiBusinessDistrict': '',\n",
       "  'multiSubway': '',\n",
       "  'page': 11,\n",
       "  'pageSize': '30'},\n",
       " {'scene': '1',\n",
       "  'query': '',\n",
       "  'city': '101280100',\n",
       "  'key': '产品经理',\n",
       "  'dq': '101280100',\n",
       "  'experience': '',\n",
       "  'payType': '',\n",
       "  'partTime': '',\n",
       "  'degree': '',\n",
       "  'industry': '',\n",
       "  'scale': '',\n",
       "  'stage': '',\n",
       "  'position': '',\n",
       "  'jobType': '',\n",
       "  'salary': '',\n",
       "  'multiBusinessDistrict': '',\n",
       "  'multiSubway': '',\n",
       "  'page': 12,\n",
       "  'pageSize': '30'},\n",
       " {'scene': '1',\n",
       "  'query': '',\n",
       "  'city': '101280100',\n",
       "  'key': '产品经理',\n",
       "  'dq': '101280100',\n",
       "  'experience': '',\n",
       "  'payType': '',\n",
       "  'partTime': '',\n",
       "  'degree': '',\n",
       "  'industry': '',\n",
       "  'scale': '',\n",
       "  'stage': '',\n",
       "  'position': '',\n",
       "  'jobType': '',\n",
       "  'salary': '',\n",
       "  'multiBusinessDistrict': '',\n",
       "  'multiSubway': '',\n",
       "  'page': 13,\n",
       "  'pageSize': '30'},\n",
       " {'scene': '1',\n",
       "  'query': '',\n",
       "  'city': '101280100',\n",
       "  'key': '产品经理',\n",
       "  'dq': '101280100',\n",
       "  'experience': '',\n",
       "  'payType': '',\n",
       "  'partTime': '',\n",
       "  'degree': '',\n",
       "  'industry': '',\n",
       "  'scale': '',\n",
       "  'stage': '',\n",
       "  'position': '',\n",
       "  'jobType': '',\n",
       "  'salary': '',\n",
       "  'multiBusinessDistrict': '',\n",
       "  'multiSubway': '',\n",
       "  'page': 14,\n",
       "  'pageSize': '30'},\n",
       " {'scene': '1',\n",
       "  'query': '',\n",
       "  'city': '101280100',\n",
       "  'key': '产品经理',\n",
       "  'dq': '101280100',\n",
       "  'experience': '',\n",
       "  'payType': '',\n",
       "  'partTime': '',\n",
       "  'degree': '',\n",
       "  'industry': '',\n",
       "  'scale': '',\n",
       "  'stage': '',\n",
       "  'position': '',\n",
       "  'jobType': '',\n",
       "  'salary': '',\n",
       "  'multiBusinessDistrict': '',\n",
       "  'multiSubway': '',\n",
       "  'page': 15,\n",
       "  'pageSize': '30'},\n",
       " {'scene': '1',\n",
       "  'query': '',\n",
       "  'city': '101280100',\n",
       "  'key': '产品经理',\n",
       "  'dq': '101280100',\n",
       "  'experience': '',\n",
       "  'payType': '',\n",
       "  'partTime': '',\n",
       "  'degree': '',\n",
       "  'industry': '',\n",
       "  'scale': '',\n",
       "  'stage': '',\n",
       "  'position': '',\n",
       "  'jobType': '',\n",
       "  'salary': '',\n",
       "  'multiBusinessDistrict': '',\n",
       "  'multiSubway': '',\n",
       "  'page': 16,\n",
       "  'pageSize': '30'},\n",
       " {'scene': '1',\n",
       "  'query': '',\n",
       "  'city': '101280100',\n",
       "  'key': '产品经理',\n",
       "  'dq': '101280100',\n",
       "  'experience': '',\n",
       "  'payType': '',\n",
       "  'partTime': '',\n",
       "  'degree': '',\n",
       "  'industry': '',\n",
       "  'scale': '',\n",
       "  'stage': '',\n",
       "  'position': '',\n",
       "  'jobType': '',\n",
       "  'salary': '',\n",
       "  'multiBusinessDistrict': '',\n",
       "  'multiSubway': '',\n",
       "  'page': 17,\n",
       "  'pageSize': '30'},\n",
       " {'scene': '1',\n",
       "  'query': '',\n",
       "  'city': '101280100',\n",
       "  'key': '产品经理',\n",
       "  'dq': '101280100',\n",
       "  'experience': '',\n",
       "  'payType': '',\n",
       "  'partTime': '',\n",
       "  'degree': '',\n",
       "  'industry': '',\n",
       "  'scale': '',\n",
       "  'stage': '',\n",
       "  'position': '',\n",
       "  'jobType': '',\n",
       "  'salary': '',\n",
       "  'multiBusinessDistrict': '',\n",
       "  'multiSubway': '',\n",
       "  'page': 18,\n",
       "  'pageSize': '30'},\n",
       " {'scene': '1',\n",
       "  'query': '',\n",
       "  'city': '101280100',\n",
       "  'key': '产品经理',\n",
       "  'dq': '101280100',\n",
       "  'experience': '',\n",
       "  'payType': '',\n",
       "  'partTime': '',\n",
       "  'degree': '',\n",
       "  'industry': '',\n",
       "  'scale': '',\n",
       "  'stage': '',\n",
       "  'position': '',\n",
       "  'jobType': '',\n",
       "  'salary': '',\n",
       "  'multiBusinessDistrict': '',\n",
       "  'multiSubway': '',\n",
       "  'page': 19,\n",
       "  'pageSize': '30'},\n",
       " {'scene': '1',\n",
       "  'query': '',\n",
       "  'city': '101280100',\n",
       "  'key': '产品经理',\n",
       "  'dq': '101280100',\n",
       "  'experience': '',\n",
       "  'payType': '',\n",
       "  'partTime': '',\n",
       "  'degree': '',\n",
       "  'industry': '',\n",
       "  'scale': '',\n",
       "  'stage': '',\n",
       "  'position': '',\n",
       "  'jobType': '',\n",
       "  'salary': '',\n",
       "  'multiBusinessDistrict': '',\n",
       "  'multiSubway': '',\n",
       "  'page': 20,\n",
       "  'pageSize': '30'},\n",
       " {'scene': '1',\n",
       "  'query': '',\n",
       "  'city': '101280100',\n",
       "  'key': '产品经理',\n",
       "  'dq': '101280100',\n",
       "  'experience': '',\n",
       "  'payType': '',\n",
       "  'partTime': '',\n",
       "  'degree': '',\n",
       "  'industry': '',\n",
       "  'scale': '',\n",
       "  'stage': '',\n",
       "  'position': '',\n",
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       " {'scene': '1',\n",
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       "  'dq': '101280100',\n",
       "  'experience': '',\n",
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       "  'scale': '',\n",
       "  'stage': '',\n",
       "  'position': '',\n",
       "  'jobType': '',\n",
       "  'salary': '',\n",
       "  'multiBusinessDistrict': '',\n",
       "  'multiSubway': '',\n",
       "  'page': 29,\n",
       "  'pageSize': '30'},\n",
       " {'scene': '1',\n",
       "  'query': '',\n",
       "  'city': '101280100',\n",
       "  'key': '产品经理',\n",
       "  'dq': '101280100',\n",
       "  'experience': '',\n",
       "  'payType': '',\n",
       "  'partTime': '',\n",
       "  'degree': '',\n",
       "  'industry': '',\n",
       "  'scale': '',\n",
       "  'stage': '',\n",
       "  'position': '',\n",
       "  'jobType': '',\n",
       "  'salary': '',\n",
       "  'multiBusinessDistrict': '',\n",
       "  'multiSubway': '',\n",
       "  'page': 30,\n",
       "  'pageSize': '30'}]"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "payload_page = [] \n",
    "for i in range(31):\n",
    "    payload_new = copy.deepcopy(payload)\n",
    "    payload_new['page']=i\n",
    "    payload_page.append(payload_new)\n",
    "payload_page"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "b9aec815",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "6d99a635",
   "metadata": {},
   "outputs": [],
   "source": [
    "response_df = []\n",
    "for i in payload_page:\n",
    "    r = session.get(url=url, params=payload, headers=headers)\n",
    "    response_data = r.json()\n",
    "    df = pd.json_normalize(jobL)\n",
    "    response_df.append(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "328ea0c8",
   "metadata": {},
   "outputs": [
    {
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       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>PjTQbXiMXutwL-v1jOYNA7xitVyzdNCragxdENjqRmWxk1...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n",
       "      <td>3</td>\n",
       "      <td>a486c591c45bd9f0031y0tu4EVo~</td>\n",
       "      <td>简女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>1d819944df5bab251XN-0tW4GVdT</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1687171675000</td>\n",
       "      <td>27a3b53fab6dbfb60n150tq1GA~~</td>\n",
       "      <td>广东习课</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/com/w...</td>\n",
       "      <td>未融资</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>20-99人</td>\n",
       "      <td>[年终奖, 零食下午茶, 全勤奖, 节日福利, 餐补, 加班补助, 五险一金, 交通补助, ...</td>\n",
       "      <td>100021</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>khdzO5yL0cZiR-s16-S1MLKyxxIQ1cPcas4zdMKtVV9bQW...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n",
       "      <td>3</td>\n",
       "      <td>d5bc8638bc9ee4470HV52d2_GFY~</td>\n",
       "      <td>包先生</td>\n",
       "      <td>七点广东-总经理</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>652142838ad7ec591n153N24GVNQ</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1680758937000</td>\n",
       "      <td>b46bf9d1823f252b1nN-3dq_E1U~</td>\n",
       "      <td>七点工程</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/com/w...</td>\n",
       "      <td>未融资</td>\n",
       "      <td>工程施工</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>[节日福利, 五险一金, 带薪年假]</td>\n",
       "      <td>100702</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>930 rows × 46 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           securityId  \\\n",
       "0   2GeT_zFigmAez-X1EwXi_iCDxPnWt-0NUkit8dp2AUQQZJ...   \n",
       "1   9o8oKHCYsyQb7-C1zrE4fgdS_rDR5qO-2wPdT8nHJ3k2n_...   \n",
       "2   D61YVvwlkAcxi-61Dn9qErbFecSeYXVLCRQDjltkXgPXY9...   \n",
       "3   3gHKODNyTFoT4-t1F7pUv96rJxGxVL3v9SvDK-Eo7sFSU6...   \n",
       "4   MewC5x6vY6Q3m-e1cRM7BRF5_sWcpf9WcncUMl2jUtggKr...   \n",
       "..                                                ...   \n",
       "25  xvcJWuygOG35J-O1nJY-txPd-PbIefJOdL0U2is5U5_29R...   \n",
       "26  -L2EABcXjjCRK-i1uaaybhNl3IO-_fKkHel0mal_GBaBYw...   \n",
       "27  9hq4tnyxjuQzP-w1bPBBos8FPQAcZnRDOpIC0ypGFLQuwd...   \n",
       "28  PjTQbXiMXutwL-v1jOYNA7xitVyzdNCragxdENjqRmWxk1...   \n",
       "29  khdzO5yL0cZiR-s16-S1MLKyxxIQ1cPcas4zdMKtVV9bQW...   \n",
       "\n",
       "                                           bossAvatar  bossCert  \\\n",
       "0   https://img.bosszhipin.com/beijin/mcs/useravat...         3   \n",
       "1   https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       "2   https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       "3   https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       "4   https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       "..                                                ...       ...   \n",
       "25  https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       "26  https://img.bosszhipin.com/boss/avatar/avatar_...         3   \n",
       "27  https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       "28  https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       "29  https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       "\n",
       "                   encryptBossId bossName bossTitle  goldHunter  bossOnline  \\\n",
       "0   ade29867368be4931nZy3tq8F1c~      冯先生      HRBP           0       False   \n",
       "1   429587c195cc42f10HN609-8Elc~      王女士      人事总监           0       False   \n",
       "2   4ed05cb6f1ae9ebd0nV939i6FVI~      袁先生     公司CEO           0       False   \n",
       "3   3b6c76d1f0147db51nV-2t67E1pW      梁先生       招聘者           0       False   \n",
       "4   9291bced559ffb0e1XV-2t24EFU~      姚先生   人事主管 HR           0       False   \n",
       "..                           ...      ...       ...         ...         ...   \n",
       "25  beff92eec5837e011HJ93N-1EVU~      李先生      人事专员           0       False   \n",
       "26  5b8b22a1e6e568e50nZ43NW8FlNU      李女士        人事           0       False   \n",
       "27  8f5c2292adb76ff80nF42tm9FVpU     司徒女士    人力资源专员           0       False   \n",
       "28  a486c591c45bd9f0031y0tu4EVo~      简女士        HR           0       False   \n",
       "29  d5bc8638bc9ee4470HV52d2_GFY~      包先生  七点广东-总经理           0       False   \n",
       "\n",
       "                    encryptJobId  expectId  ... lastModifyTime  \\\n",
       "0   30e73f5dbfe6952f1XJ90tS0GVFT         0  ...  1682230048000   \n",
       "1   7370f4f0e1e66a161XJ_2tS0E1VQ         0  ...  1680998610000   \n",
       "2   fad9b0ffd8f698b41XJ-3tW9GVVT         0  ...  1687148785000   \n",
       "3   983e5ef48ca0c24e1nZz2Nq4GVpQ         0  ...  1687144454000   \n",
       "4   bc2e430a3cd3d8d71XRz3di0F1VQ         0  ...  1687158832000   \n",
       "..                           ...       ...  ...            ...   \n",
       "25  1e0746000d684fce1nx73tS5FFFX         0  ...  1680775417000   \n",
       "26  6ec884947c402a961XF-2960E1JQ         0  ...  1680757112000   \n",
       "27  890df6958fa583611XFy0tu0GFFQ         0  ...  1680778037000   \n",
       "28  1d819944df5bab251XN-0tW4GVdT         0  ...  1687171675000   \n",
       "29  652142838ad7ec591n153N24GVNQ         0  ...  1680758937000   \n",
       "\n",
       "                  encryptBrandId  brandName  \\\n",
       "0   246406eecc2c5bbb1nd929m6FlI~       美琦佳成   \n",
       "1   c166ea5b2700cb6e1XZ_29m-GFI~   广州火木镁锶科技   \n",
       "2   117101050d4097d71XZ92t-6E1U~       天洛文化   \n",
       "3   0cb53f4c28a0d0021ndy09-_F1I~  小谷围好友客饮食店   \n",
       "4   4505ea0b5484deae0HZ53Nu6FA~~      艾弗五教育   \n",
       "..                           ...        ...   \n",
       "25  b4b5822517b965ca1nB939S9E1s~       同创大陆   \n",
       "26  320a4401916892510HR43Ni0GA~~       拓南财税   \n",
       "27  77a0eb59bef256271nx73tS1FlA~    德国西克传感器   \n",
       "28  27a3b53fab6dbfb60n150tq1GA~~       广东习课   \n",
       "29  b46bf9d1823f252b1nN-3dq_E1U~       七点工程   \n",
       "\n",
       "                                            brandLogo  brandStageName  \\\n",
       "0   https://img.bosszhipin.com/beijin/mcs/chatphot...              A轮   \n",
       "1   https://img.bosszhipin.com/beijin/upload/com/l...           不需要融资   \n",
       "2   https://img.bosszhipin.com/beijin/upload/com/l...           不需要融资   \n",
       "3   https://img.bosszhipin.com/beijin/icon/894ce6f...                   \n",
       "4   https://img.bosszhipin.com/beijin/upload/com/l...             未融资   \n",
       "..                                                ...             ...   \n",
       "25  https://img.bosszhipin.com/beijin/mcs/chatphot...             天使轮   \n",
       "26  https://img.bosszhipin.com/beijin/mcs/chatphot...             未融资   \n",
       "27  https://img.bosszhipin.com/beijin/upload/com/l...           不需要融资   \n",
       "28  https://img.bosszhipin.com/beijin/upload/com/w...             未融资   \n",
       "29  https://img.bosszhipin.com/beijin/upload/com/w...             未融资   \n",
       "\n",
       "   brandIndustry brandScaleName  \\\n",
       "0            互联网       100-499人   \n",
       "1           电子商务         20-99人   \n",
       "2          广播/影视       100-499人   \n",
       "3             餐饮          0-20人   \n",
       "4           培训机构         20-99人   \n",
       "..           ...            ...   \n",
       "25            游戏         20-99人   \n",
       "26      财务/审计/税务         20-99人   \n",
       "27    仪器仪表/工业自动化       500-999人   \n",
       "28         计算机软件         20-99人   \n",
       "29          工程施工       100-499人   \n",
       "\n",
       "                                          welfareList industry contact  \n",
       "0   [五险一金, 定期体检, 餐补, 海外补贴, 带薪年假, 带薪事假, 零食下午茶, 通讯补贴...   100020   False  \n",
       "1                            [带薪年假, 年终奖, 底薪加提成, 绩效奖金]   100001   False  \n",
       "2   [底薪加提成, 工龄奖, 包住, 住房补贴, 有无线网, 团建聚餐, 生日福利, 年终奖, ...   100103   False  \n",
       "3                                                  []   101101   False  \n",
       "4   [免费班车, 年终奖, 保底工资, 全勤奖, 员工旅游, 带薪年假, 股票期权, 零食下午茶...   100303   False  \n",
       "..                                                ...      ...     ...  \n",
       "25  [带薪年假, 五险, 夜班补助, 底薪加提成, 补充医疗保险, 绩效奖金, 节日福利, 零食...   100002   False  \n",
       "26                      [五险一金, 带薪年假, 节日福利, 员工旅游, 全勤奖]   100605   False  \n",
       "27  [意外险, 员工旅游, 节日福利, 通讯补贴, 零食下午茶, 法定节假日三薪, 高温补贴, ...   100902   False  \n",
       "28  [年终奖, 零食下午茶, 全勤奖, 节日福利, 餐补, 加班补助, 五险一金, 交通补助, ...   100021   False  \n",
       "29                                 [节日福利, 五险一金, 带薪年假]   100702   False  \n",
       "\n",
       "[930 rows x 46 columns]"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.concat(response_df)\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cfc29e38",
   "metadata": {},
   "source": [
    "## 数据存储——excel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "dac34cc6",
   "metadata": {},
   "outputs": [],
   "source": [
    "import time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "4f2f1b3e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "time.struct_time(tm_year=2023, tm_mon=6, tm_mday=20, tm_hour=20, tm_min=0, tm_sec=26, tm_wday=1, tm_yday=171, tm_isdst=0)"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "time.localtime()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "4b98ec6d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'620_200'"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "output_time = str(time.localtime().tm_mon)\\\n",
    "            +str(time.localtime().tm_mday)+'_'\\\n",
    "            +str(time.localtime().tm_hour)\\\n",
    "            +str(time.localtime().tm_min)\n",
    "output_time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "fc4f4bec",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'产品经理'"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "key = payload['key']\n",
    "key"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "27a816c8",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_excel(key +'_boss_'+output_time+'.xlsx')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9259f0d8",
   "metadata": {},
   "source": [
    "## 数据分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "a3c1c844",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>jobName</th>\n",
       "      <th>salaryDesc</th>\n",
       "      <th>jobLabels</th>\n",
       "      <th>jobDegree</th>\n",
       "      <th>skills</th>\n",
       "      <th>areaDistrict</th>\n",
       "      <th>brandScaleName</th>\n",
       "      <th>brandName</th>\n",
       "      <th>brandIndustry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>高级活动运营</td>\n",
       "      <td>15-30K</td>\n",
       "      <td>[3-5年, 本科]</td>\n",
       "      <td>本科</td>\n",
       "      <td>[线上活动, 活动创意策划, 活动数据分析]</td>\n",
       "      <td>番禺区</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>美琦佳成</td>\n",
       "      <td>互联网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>跨境电商产品开发专员</td>\n",
       "      <td>5-8K</td>\n",
       "      <td>[1-3年, 学历不限]</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>[跨境电商, 产品开发, C端产品, 家具]</td>\n",
       "      <td>天河区</td>\n",
       "      <td>20-99人</td>\n",
       "      <td>广州火木镁锶科技</td>\n",
       "      <td>电子商务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>8000+娱乐主播-时间自由（可接受小白）</td>\n",
       "      <td>8-12K</td>\n",
       "      <td>[经验不限, 学历不限]</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>[快手, 抖音, 虎牙, 娱乐才艺]</td>\n",
       "      <td>白云区</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>天洛文化</td>\n",
       "      <td>广播/影视</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>小谷围好友客饮食店招聘厨师</td>\n",
       "      <td>6-9K</td>\n",
       "      <td>[经验不限, 学历不限]</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>[5年以上, 包住, 每月2-3天休息, 川菜, 主厨, 包吃, 粤菜, 加班费, 湘菜, ...</td>\n",
       "      <td>番禺区</td>\n",
       "      <td>0-20人</td>\n",
       "      <td>小谷围好友客饮食店</td>\n",
       "      <td>餐饮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>教务老师</td>\n",
       "      <td>7-12K</td>\n",
       "      <td>[经验不限, 大专]</td>\n",
       "      <td>大专</td>\n",
       "      <td>[培训机构, 线下教育, 大学/大专生, 成人/通用, 成人教育, 高数, 数学]</td>\n",
       "      <td>天河区</td>\n",
       "      <td>20-99人</td>\n",
       "      <td>艾弗五教育</td>\n",
       "      <td>培训机构</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>运维经理</td>\n",
       "      <td>10-13K</td>\n",
       "      <td>[3-5年, 大专]</td>\n",
       "      <td>大专</td>\n",
       "      <td>[系统运维, 安全运维, 虚拟化运维, 机房运维, Linux, Python, Shell...</td>\n",
       "      <td>番禺区</td>\n",
       "      <td>20-99人</td>\n",
       "      <td>同创大陆</td>\n",
       "      <td>游戏</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>财税公司外账会计-双休</td>\n",
       "      <td>5-8K</td>\n",
       "      <td>[1-3年, 大专]</td>\n",
       "      <td>大专</td>\n",
       "      <td>[代理记账公司, 外账, 财会服务, 财税]</td>\n",
       "      <td>花都区</td>\n",
       "      <td>20-99人</td>\n",
       "      <td>拓南财税</td>\n",
       "      <td>财务/审计/税务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>高级项目管理工程师-工业自动化</td>\n",
       "      <td>15-25K·16薪</td>\n",
       "      <td>[3-5年, 本科]</td>\n",
       "      <td>本科</td>\n",
       "      <td>[PMP, 系统集成项目管理工程师]</td>\n",
       "      <td>天河区</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>德国西克传感器</td>\n",
       "      <td>仪器仪表/工业自动化</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>编辑主任（兼语文编辑）</td>\n",
       "      <td>8-12K</td>\n",
       "      <td>[3-5年, 本科]</td>\n",
       "      <td>本科</td>\n",
       "      <td>[图书, 教育类, 初中高中教辅资料, 语文教辅资料编辑, 语文老师]</td>\n",
       "      <td>天河区</td>\n",
       "      <td>20-99人</td>\n",
       "      <td>广东习课</td>\n",
       "      <td>计算机软件</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>外墙涂料项目经理</td>\n",
       "      <td>7-12K</td>\n",
       "      <td>[1-3年, 大专]</td>\n",
       "      <td>大专</td>\n",
       "      <td>[二级建造师, 一级建造师, 施工员证, 住宅地产, 别墅地产, 旧改项目, 综合体, 高层建筑]</td>\n",
       "      <td>黄埔区</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>七点工程</td>\n",
       "      <td>工程施工</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>930 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                  jobName  salaryDesc     jobLabels jobDegree  \\\n",
       "0                  高级活动运营      15-30K    [3-5年, 本科]        本科   \n",
       "1              跨境电商产品开发专员        5-8K  [1-3年, 学历不限]      学历不限   \n",
       "2   8000+娱乐主播-时间自由（可接受小白）       8-12K  [经验不限, 学历不限]      学历不限   \n",
       "3           小谷围好友客饮食店招聘厨师        6-9K  [经验不限, 学历不限]      学历不限   \n",
       "4                    教务老师       7-12K    [经验不限, 大专]        大专   \n",
       "..                    ...         ...           ...       ...   \n",
       "25                   运维经理      10-13K    [3-5年, 大专]        大专   \n",
       "26            财税公司外账会计-双休        5-8K    [1-3年, 大专]        大专   \n",
       "27        高级项目管理工程师-工业自动化  15-25K·16薪    [3-5年, 本科]        本科   \n",
       "28            编辑主任（兼语文编辑）       8-12K    [3-5年, 本科]        本科   \n",
       "29               外墙涂料项目经理       7-12K    [1-3年, 大专]        大专   \n",
       "\n",
       "                                               skills areaDistrict  \\\n",
       "0                              [线上活动, 活动创意策划, 活动数据分析]          番禺区   \n",
       "1                              [跨境电商, 产品开发, C端产品, 家具]          天河区   \n",
       "2                                  [快手, 抖音, 虎牙, 娱乐才艺]          白云区   \n",
       "3   [5年以上, 包住, 每月2-3天休息, 川菜, 主厨, 包吃, 粤菜, 加班费, 湘菜, ...          番禺区   \n",
       "4           [培训机构, 线下教育, 大学/大专生, 成人/通用, 成人教育, 高数, 数学]          天河区   \n",
       "..                                                ...          ...   \n",
       "25  [系统运维, 安全运维, 虚拟化运维, 机房运维, Linux, Python, Shell...          番禺区   \n",
       "26                             [代理记账公司, 外账, 财会服务, 财税]          花都区   \n",
       "27                                 [PMP, 系统集成项目管理工程师]          天河区   \n",
       "28                [图书, 教育类, 初中高中教辅资料, 语文教辅资料编辑, 语文老师]          天河区   \n",
       "29  [二级建造师, 一级建造师, 施工员证, 住宅地产, 别墅地产, 旧改项目, 综合体, 高层建筑]          黄埔区   \n",
       "\n",
       "   brandScaleName  brandName brandIndustry  \n",
       "0        100-499人       美琦佳成           互联网  \n",
       "1          20-99人   广州火木镁锶科技          电子商务  \n",
       "2        100-499人       天洛文化         广播/影视  \n",
       "3           0-20人  小谷围好友客饮食店            餐饮  \n",
       "4          20-99人      艾弗五教育          培训机构  \n",
       "..            ...        ...           ...  \n",
       "25         20-99人       同创大陆            游戏  \n",
       "26         20-99人       拓南财税      财务/审计/税务  \n",
       "27       500-999人    德国西克传感器    仪器仪表/工业自动化  \n",
       "28         20-99人       广东习课         计算机软件  \n",
       "29       100-499人       七点工程          工程施工  \n",
       "\n",
       "[930 rows x 9 columns]"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_key = df[['jobName','salaryDesc','jobLabels','jobDegree','skills','areaDistrict','brandScaleName','brandName','brandIndustry']]\n",
    "df_key"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "88b9b95e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "外贸业务员                    62\n",
       "高级活动运营                   31\n",
       "推荐数据内容库项目经理              31\n",
       "编辑主任（兼语文编辑）              31\n",
       "高级项目管理工程师-工业自动化          31\n",
       "财税公司外账会计-双休              31\n",
       "运维经理                     31\n",
       "广告安装工                    31\n",
       "电话销售                     31\n",
       "智能硬件产品经理                 31\n",
       "技术合伙人                    31\n",
       "IT技术支持                   31\n",
       "充电宝BDM岗（番禺）              31\n",
       "导航算法工程师                  31\n",
       "广州七个牛餐饮管理招聘凉菜厨师          31\n",
       "大码女装主播                   31\n",
       "跨境电商产品开发专员               31\n",
       "法务主管                     31\n",
       "办公室文员                    31\n",
       "短视频编导                    31\n",
       "家装市场专员                   31\n",
       "仓库入仓管理                   31\n",
       "电控算法工程师                  31\n",
       "工程绘图员                    31\n",
       "跨境电商运营                   31\n",
       "教务老师                     31\n",
       "小谷围好友客饮食店招聘厨师            31\n",
       "8000+娱乐主播-时间自由（可接受小白）    31\n",
       "外墙涂料项目经理                 31\n",
       "Name: jobName, dtype: int64"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_key['jobName'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "35f3b32f",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "2bc4853a",
   "metadata": {},
   "source": [
    "## 地区分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 202,
   "id": "47542a38",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 202,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "1203ce14",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "南山区    310\n",
       "宝安区    186\n",
       "龙岗区    155\n",
       "龙华区    124\n",
       "福田区     93\n",
       "光明区     31\n",
       "        31\n",
       "Name: areaDistrict, dtype: int64"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_key_dq = df_key['areaDistrict'].value_counts()\n",
    "df_key_dq"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8dd01dc0",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "499a9ad3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "南山区    310\n",
       "宝安区    186\n",
       "龙岗区    155\n",
       "龙华区    124\n",
       "福田区     93\n",
       "光明区     31\n",
       "Name: areaDistrict, dtype: int64"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## 若df_key_dq含有空格\n",
    "del df_key_dq['']\n",
    "df_key_dq"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "219862c9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "南山区    310\n",
       "宝安区    186\n",
       "龙岗区    155\n",
       "龙华区    124\n",
       "福田区     93\n",
       "光明区     31\n",
       "Name: areaDistrict, dtype: int64"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_key_dq"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "71a03982",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['南山区', '宝安区', '龙岗区', '龙华区', '福田区', '光明区']"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_地区分布 = df_key_dq.index.tolist()\n",
    "df_地区分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 180,
   "id": "1129cae7",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "27a62bd7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[310, 186, 155, 124, 93, 31]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_岗位个数 = df_key_dq.values.tolist()\n",
    "df_岗位个数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "id": "78f4e591",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "219d9257",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/v5/echarts.min', '深圳':'https://assets.pyecharts.org/assets/v5/maps/guang3_dong1_shen1_zhen4'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"1074341f32ce41c096c6f06b25a0d3ea\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts', '深圳'], function(echarts) {\n",
       "                var chart_1074341f32ce41c096c6f06b25a0d3ea = echarts.init(\n",
       "                    document.getElementById('1074341f32ce41c096c6f06b25a0d3ea'), 'white', {renderer: 'canvas'});\n",
       "                var option_1074341f32ce41c096c6f06b25a0d3ea = {\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"aria\": {\n",
       "        \"enabled\": false\n",
       "    },\n",
       "    \"color\": [\n",
       "        \"#5470c6\",\n",
       "        \"#91cc75\",\n",
       "        \"#fac858\",\n",
       "        \"#ee6666\",\n",
       "        \"#73c0de\",\n",
       "        \"#3ba272\",\n",
       "        \"#fc8452\",\n",
       "        \"#9a60b4\",\n",
       "        \"#ea7ccc\"\n",
       "    ],\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"map\",\n",
       "            \"name\": \"\\u6df1\\u5733\",\n",
       "            \"label\": {\n",
       "                \"show\": true,\n",
       "                \"margin\": 8\n",
       "            },\n",
       "            \"map\": \"\\u6df1\\u5733\",\n",
       "            \"data\": [\n",
       "                {\n",
       "                    \"name\": \"\\u5357\\u5c71\\u533a\",\n",
       "                    \"value\": 310\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5b9d\\u5b89\\u533a\",\n",
       "                    \"value\": 186\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9f99\\u5c97\\u533a\",\n",
       "                    \"value\": 155\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9f99\\u534e\\u533a\",\n",
       "                    \"value\": 124\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u798f\\u7530\\u533a\",\n",
       "                    \"value\": 93\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5149\\u660e\\u533a\",\n",
       "                    \"value\": 31\n",
       "                }\n",
       "            ],\n",
       "            \"roam\": true,\n",
       "            \"aspectScale\": 0.75,\n",
       "            \"nameProperty\": \"name\",\n",
       "            \"selectedMode\": false,\n",
       "            \"zoom\": 1,\n",
       "            \"zlevel\": 0,\n",
       "            \"z\": 2,\n",
       "            \"seriesLayoutBy\": \"column\",\n",
       "            \"datasetIndex\": 0,\n",
       "            \"mapValueCalculation\": \"sum\",\n",
       "            \"showLegendSymbol\": true,\n",
       "            \"emphasis\": {}\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\\u6df1\\u5733\"\n",
       "            ],\n",
       "            \"selected\": {},\n",
       "            \"show\": true,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14,\n",
       "            \"backgroundColor\": \"transparent\",\n",
       "            \"borderColor\": \"#ccc\",\n",
       "            \"borderWidth\": 1,\n",
       "            \"borderRadius\": 0,\n",
       "            \"pageButtonItemGap\": 5,\n",
       "            \"pageButtonPosition\": \"end\",\n",
       "            \"pageFormatter\": \"{current}/{total}\",\n",
       "            \"pageIconColor\": \"#2f4554\",\n",
       "            \"pageIconInactiveColor\": \"#aaa\",\n",
       "            \"pageIconSize\": 15,\n",
       "            \"animationDurationUpdate\": 800,\n",
       "            \"selector\": false,\n",
       "            \"selectorPosition\": \"auto\",\n",
       "            \"selectorItemGap\": 7,\n",
       "            \"selectorButtonGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"enterable\": false,\n",
       "        \"confine\": false,\n",
       "        \"appendToBody\": false,\n",
       "        \"transitionDuration\": 0.4,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5,\n",
       "        \"order\": \"seriesAsc\"\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"text\": \"Map-\\u6df1\\u5733\\u5730\\u56fe\",\n",
       "            \"target\": \"blank\",\n",
       "            \"subtarget\": \"blank\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"textAlign\": \"auto\",\n",
       "            \"textVerticalAlign\": \"auto\",\n",
       "            \"triggerEvent\": false\n",
       "        }\n",
       "    ],\n",
       "    \"visualMap\": {\n",
       "        \"show\": true,\n",
       "        \"type\": \"continuous\",\n",
       "        \"min\": 0,\n",
       "        \"max\": 100,\n",
       "        \"inRange\": {\n",
       "            \"color\": [\n",
       "                \"#50a3ba\",\n",
       "                \"#eac763\",\n",
       "                \"#d94e5d\"\n",
       "            ]\n",
       "        },\n",
       "        \"calculable\": true,\n",
       "        \"inverse\": false,\n",
       "        \"splitNumber\": 5,\n",
       "        \"hoverLink\": true,\n",
       "        \"orient\": \"vertical\",\n",
       "        \"padding\": 5,\n",
       "        \"showLabel\": true,\n",
       "        \"itemWidth\": 20,\n",
       "        \"itemHeight\": 140,\n",
       "        \"borderWidth\": 0\n",
       "    }\n",
       "};\n",
       "                chart_1074341f32ce41c096c6f06b25a0d3ea.setOption(option_1074341f32ce41c096c6f06b25a0d3ea);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x20281d01fa0>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 可视化：以可视化工具数据形态符合的数据进行输入\n",
    "\n",
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Map\n",
    "from pyecharts.faker import Faker\n",
    "\n",
    "c = (\n",
    "    Map()\n",
    "    .add(用户输入地区, [list(z) for z in zip(df_地区分布,df_岗位个数)],用户输入地区)\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(title='Map-'+用户输入地区+'地图'), visualmap_opts=opts.VisualMapOpts()\n",
    "    )\n",
    "    \n",
    ")\n",
    "c.render_notebook()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1946a929",
   "metadata": {},
   "source": [
    "## 职位描述 / 职能需求 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "37f1c3bf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([list(['线上活动', '活动创意策划', '活动数据分析']),\n",
       "       list(['跨境电商', '产品开发', 'C端产品', '家具']),\n",
       "       list(['快手', '抖音', '虎牙', '娱乐才艺']),\n",
       "       list(['5年以上', '包住', '每月2-3天休息', '川菜', '主厨', '包吃', '粤菜', '加班费', '湘菜', '中餐', '配菜打荷', '烧烤/大排档']),\n",
       "       list(['培训机构', '线下教育', '大学/大专生', '成人/通用', '成人教育', '高数', '数学']),\n",
       "       list(['亚马逊', '平台品类运营', 'B2C跨境电商', '平台整体运营', '阿里国际站运营', '电子商务专业', '销售运营', '自有电商平台', '跨境电商', '大型B2B/B2C网站经验', 'B2B跨境电商', '电商店铺运营', 'B2C', '数据分析能力', 'B端数据运营', 'M2C', '电商运营']),\n",
       "       list(['CAD']),\n",
       "       list(['英语可作为工作语言', '熟悉阿里巴巴平台', '有海外销售经验', '网络销售', '企业客户', '外贸', '外贸专员', '外贸销售']),\n",
       "       list(['电气相关专业', '汽车设计专业', '车辆工程专业']), list(['进出库验收', '年终奖']),\n",
       "       list(['金融', '房地产', '市场战略规划', '品牌合作', '客户开发', '跨界营销经验', '销售工作经验', '数据分析经验', '市场营销/广告相关专业']),\n",
       "       list(['短视频']),\n",
       "       list(['售后文员', '行政专员', '仓库文员', '经理助理', '数据处理', '会计', '文员', '后勤专员']),\n",
       "       list(['合同审查', '诉讼', '合规风控', '互联网', '游戏', '动漫', '项目申报', '文化传媒']),\n",
       "       list(['抖音', '普通话流利', '大码女装', '女装直播', '性格活泼', '沟通能力强', '抖音直播', '大码女孩']),\n",
       "       list(['需求分析工程师', '需求分析评估', '产品设计', '产品验收', '产品内部评审', '需求采集']),\n",
       "       list(['早点/小吃', '无经验', '1-3年']),\n",
       "       list(['业务导向', '智能驾驶', 'C/C++', '计算机相关专业', '机器学习算法/工程化经验']),\n",
       "       list(['地推团队', '15人（含）以上', '个人（To C）', '较多外勤', '快消/零售产品推广经验', '软件推广经验', '销售工作经验', '商务谈判能力', '市场分析判断能力', '营销能力', 'O2O', '互联网/科技', '批发/零售']),\n",
       "       list(['工程师', '信息技术', '教育', '服务', '应届生']), list(['运维管理']),\n",
       "       list(['智能硬件产品', '产品规划']),\n",
       "       list(['销售经理', '销售专员', '初级销售', '课程销售', '全职']),\n",
       "       list(['有外贸工作经验', '每周双休', '汽配外贸经验', '充电桩', '阿里巴巴，中国制造']),\n",
       "       list(['物料制作/安装', '焊接', '灯箱制作安装', '发光字制作安装']),\n",
       "       list(['系统运维', '安全运维', '虚拟化运维', '机房运维', 'Linux', 'Python', 'Shell', '服务器配置']),\n",
       "       list(['代理记账公司', '外账', '财会服务', '财税']), list(['PMP', '系统集成项目管理工程师']),\n",
       "       list(['图书', '教育类', '初中高中教辅资料', '语文教辅资料编辑', '语文老师']),\n",
       "       list(['二级建造师', '一级建造师', '施工员证', '住宅地产', '别墅地产', '旧改项目', '综合体', '高层建筑']),\n",
       "       list(['线上活动', '活动创意策划', '活动数据分析']),\n",
       "       list(['跨境电商', '产品开发', 'C端产品', '家具']),\n",
       "       list(['快手', '抖音', '虎牙', '娱乐才艺']),\n",
       "       list(['5年以上', '包住', '每月2-3天休息', '川菜', '主厨', '包吃', '粤菜', '加班费', '湘菜', '中餐', '配菜打荷', '烧烤/大排档']),\n",
       "       list(['培训机构', '线下教育', '大学/大专生', '成人/通用', '成人教育', '高数', '数学']),\n",
       "       list(['亚马逊', '平台品类运营', 'B2C跨境电商', '平台整体运营', '阿里国际站运营', '电子商务专业', '销售运营', '自有电商平台', '跨境电商', '大型B2B/B2C网站经验', 'B2B跨境电商', '电商店铺运营', 'B2C', '数据分析能力', 'B端数据运营', 'M2C', '电商运营']),\n",
       "       list(['CAD']),\n",
       "       list(['英语可作为工作语言', '熟悉阿里巴巴平台', '有海外销售经验', '网络销售', '企业客户', '外贸', '外贸专员', '外贸销售']),\n",
       "       list(['电气相关专业', '汽车设计专业', '车辆工程专业']), list(['进出库验收', '年终奖']),\n",
       "       list(['金融', '房地产', '市场战略规划', '品牌合作', '客户开发', '跨界营销经验', '销售工作经验', '数据分析经验', '市场营销/广告相关专业']),\n",
       "       list(['短视频']),\n",
       "       list(['售后文员', '行政专员', '仓库文员', '经理助理', '数据处理', '会计', '文员', '后勤专员']),\n",
       "       list(['合同审查', '诉讼', '合规风控', '互联网', '游戏', '动漫', '项目申报', '文化传媒']),\n",
       "       list(['抖音', '普通话流利', '大码女装', '女装直播', '性格活泼', '沟通能力强', '抖音直播', '大码女孩']),\n",
       "       list(['需求分析工程师', '需求分析评估', '产品设计', '产品验收', '产品内部评审', '需求采集']),\n",
       "       list(['早点/小吃', '无经验', '1-3年']),\n",
       "       list(['业务导向', '智能驾驶', 'C/C++', '计算机相关专业', '机器学习算法/工程化经验']),\n",
       "       list(['地推团队', '15人（含）以上', '个人（To C）', '较多外勤', '快消/零售产品推广经验', '软件推广经验', '销售工作经验', '商务谈判能力', '市场分析判断能力', '营销能力', 'O2O', '互联网/科技', '批发/零售']),\n",
       "       list(['工程师', '信息技术', '教育', '服务', '应届生']), list(['运维管理']),\n",
       "       list(['智能硬件产品', '产品规划']),\n",
       "       list(['销售经理', '销售专员', '初级销售', '课程销售', '全职']),\n",
       "       list(['有外贸工作经验', '每周双休', '汽配外贸经验', '充电桩', '阿里巴巴，中国制造']),\n",
       "       list(['物料制作/安装', '焊接', '灯箱制作安装', '发光字制作安装']),\n",
       "       list(['系统运维', '安全运维', '虚拟化运维', '机房运维', 'Linux', 'Python', 'Shell', '服务器配置']),\n",
       "       list(['代理记账公司', '外账', '财会服务', '财税']), list(['PMP', '系统集成项目管理工程师']),\n",
       "       list(['图书', '教育类', '初中高中教辅资料', '语文教辅资料编辑', '语文老师']),\n",
       "       list(['二级建造师', '一级建造师', '施工员证', '住宅地产', '别墅地产', '旧改项目', '综合体', '高层建筑']),\n",
       "       list(['线上活动', '活动创意策划', '活动数据分析']),\n",
       "       list(['跨境电商', '产品开发', 'C端产品', '家具']),\n",
       "       list(['快手', '抖音', '虎牙', '娱乐才艺']),\n",
       "       list(['5年以上', '包住', '每月2-3天休息', '川菜', '主厨', '包吃', '粤菜', '加班费', '湘菜', '中餐', '配菜打荷', '烧烤/大排档']),\n",
       "       list(['培训机构', '线下教育', '大学/大专生', '成人/通用', '成人教育', '高数', '数学']),\n",
       "       list(['亚马逊', '平台品类运营', 'B2C跨境电商', '平台整体运营', '阿里国际站运营', '电子商务专业', '销售运营', '自有电商平台', '跨境电商', '大型B2B/B2C网站经验', 'B2B跨境电商', '电商店铺运营', 'B2C', '数据分析能力', 'B端数据运营', 'M2C', '电商运营']),\n",
       "       list(['CAD']),\n",
       "       list(['英语可作为工作语言', '熟悉阿里巴巴平台', '有海外销售经验', '网络销售', '企业客户', '外贸', '外贸专员', '外贸销售']),\n",
       "       list(['电气相关专业', '汽车设计专业', '车辆工程专业']), list(['进出库验收', '年终奖']),\n",
       "       list(['金融', '房地产', '市场战略规划', '品牌合作', '客户开发', '跨界营销经验', '销售工作经验', '数据分析经验', '市场营销/广告相关专业']),\n",
       "       list(['短视频']),\n",
       "       list(['售后文员', '行政专员', '仓库文员', '经理助理', '数据处理', '会计', '文员', '后勤专员']),\n",
       "       list(['合同审查', '诉讼', '合规风控', '互联网', '游戏', '动漫', '项目申报', '文化传媒']),\n",
       "       list(['抖音', '普通话流利', '大码女装', '女装直播', '性格活泼', '沟通能力强', '抖音直播', '大码女孩']),\n",
       "       list(['需求分析工程师', '需求分析评估', '产品设计', '产品验收', '产品内部评审', '需求采集']),\n",
       "       list(['早点/小吃', '无经验', '1-3年']),\n",
       "       list(['业务导向', '智能驾驶', 'C/C++', '计算机相关专业', '机器学习算法/工程化经验']),\n",
       "       list(['地推团队', '15人（含）以上', '个人（To C）', '较多外勤', '快消/零售产品推广经验', '软件推广经验', '销售工作经验', '商务谈判能力', '市场分析判断能力', '营销能力', 'O2O', '互联网/科技', '批发/零售']),\n",
       "       list(['工程师', '信息技术', '教育', '服务', '应届生']), list(['运维管理']),\n",
       "       list(['智能硬件产品', '产品规划']),\n",
       "       list(['销售经理', '销售专员', '初级销售', '课程销售', '全职']),\n",
       "       list(['有外贸工作经验', '每周双休', '汽配外贸经验', '充电桩', '阿里巴巴，中国制造']),\n",
       "       list(['物料制作/安装', '焊接', '灯箱制作安装', '发光字制作安装']),\n",
       "       list(['系统运维', '安全运维', '虚拟化运维', '机房运维', 'Linux', 'Python', 'Shell', '服务器配置']),\n",
       "       list(['代理记账公司', '外账', '财会服务', '财税']), list(['PMP', '系统集成项目管理工程师']),\n",
       "       list(['图书', '教育类', '初中高中教辅资料', '语文教辅资料编辑', '语文老师']),\n",
       "       list(['二级建造师', '一级建造师', '施工员证', '住宅地产', '别墅地产', '旧改项目', '综合体', '高层建筑']),\n",
       "       list(['线上活动', '活动创意策划', '活动数据分析']),\n",
       "       list(['跨境电商', '产品开发', 'C端产品', '家具']),\n",
       "       list(['快手', '抖音', '虎牙', '娱乐才艺']),\n",
       "       list(['5年以上', '包住', '每月2-3天休息', '川菜', '主厨', '包吃', '粤菜', '加班费', '湘菜', '中餐', '配菜打荷', '烧烤/大排档']),\n",
       "       list(['培训机构', '线下教育', '大学/大专生', '成人/通用', '成人教育', '高数', '数学']),\n",
       "       list(['亚马逊', '平台品类运营', 'B2C跨境电商', '平台整体运营', '阿里国际站运营', '电子商务专业', '销售运营', '自有电商平台', '跨境电商', '大型B2B/B2C网站经验', 'B2B跨境电商', '电商店铺运营', 'B2C', '数据分析能力', 'B端数据运营', 'M2C', '电商运营']),\n",
       "       list(['CAD']),\n",
       "       list(['英语可作为工作语言', '熟悉阿里巴巴平台', '有海外销售经验', '网络销售', '企业客户', '外贸', '外贸专员', '外贸销售']),\n",
       "       list(['电气相关专业', '汽车设计专业', '车辆工程专业']), list(['进出库验收', '年终奖']),\n",
       "       list(['金融', '房地产', '市场战略规划', '品牌合作', '客户开发', '跨界营销经验', '销售工作经验', '数据分析经验', '市场营销/广告相关专业']),\n",
       "       list(['短视频']),\n",
       "       list(['售后文员', '行政专员', '仓库文员', '经理助理', '数据处理', '会计', '文员', '后勤专员']),\n",
       "       list(['合同审查', '诉讼', '合规风控', '互联网', '游戏', '动漫', '项目申报', '文化传媒']),\n",
       "       list(['抖音', '普通话流利', '大码女装', '女装直播', '性格活泼', '沟通能力强', '抖音直播', '大码女孩']),\n",
       "       list(['需求分析工程师', '需求分析评估', '产品设计', '产品验收', '产品内部评审', '需求采集']),\n",
       "       list(['早点/小吃', '无经验', '1-3年']),\n",
       "       list(['业务导向', '智能驾驶', 'C/C++', '计算机相关专业', '机器学习算法/工程化经验']),\n",
       "       list(['地推团队', '15人（含）以上', '个人（To C）', '较多外勤', '快消/零售产品推广经验', '软件推广经验', '销售工作经验', '商务谈判能力', '市场分析判断能力', '营销能力', 'O2O', '互联网/科技', '批发/零售']),\n",
       "       list(['工程师', '信息技术', '教育', '服务', '应届生']), list(['运维管理']),\n",
       "       list(['智能硬件产品', '产品规划']),\n",
       "       list(['销售经理', '销售专员', '初级销售', '课程销售', '全职']),\n",
       "       list(['有外贸工作经验', '每周双休', '汽配外贸经验', '充电桩', '阿里巴巴，中国制造']),\n",
       "       list(['物料制作/安装', '焊接', '灯箱制作安装', '发光字制作安装']),\n",
       "       list(['系统运维', '安全运维', '虚拟化运维', '机房运维', 'Linux', 'Python', 'Shell', '服务器配置']),\n",
       "       list(['代理记账公司', '外账', '财会服务', '财税']), list(['PMP', '系统集成项目管理工程师']),\n",
       "       list(['图书', '教育类', '初中高中教辅资料', '语文教辅资料编辑', '语文老师']),\n",
       "       list(['二级建造师', '一级建造师', '施工员证', '住宅地产', '别墅地产', '旧改项目', '综合体', '高层建筑']),\n",
       "       list(['线上活动', '活动创意策划', '活动数据分析']),\n",
       "       list(['跨境电商', '产品开发', 'C端产品', '家具']),\n",
       "       list(['快手', '抖音', '虎牙', '娱乐才艺']),\n",
       "       list(['5年以上', '包住', '每月2-3天休息', '川菜', '主厨', '包吃', '粤菜', '加班费', '湘菜', '中餐', '配菜打荷', '烧烤/大排档']),\n",
       "       list(['培训机构', '线下教育', '大学/大专生', '成人/通用', '成人教育', '高数', '数学']),\n",
       "       list(['亚马逊', '平台品类运营', 'B2C跨境电商', '平台整体运营', '阿里国际站运营', '电子商务专业', '销售运营', '自有电商平台', '跨境电商', '大型B2B/B2C网站经验', 'B2B跨境电商', '电商店铺运营', 'B2C', '数据分析能力', 'B端数据运营', 'M2C', '电商运营']),\n",
       "       list(['CAD']),\n",
       "       list(['英语可作为工作语言', '熟悉阿里巴巴平台', '有海外销售经验', '网络销售', '企业客户', '外贸', '外贸专员', '外贸销售']),\n",
       "       list(['电气相关专业', '汽车设计专业', '车辆工程专业']), list(['进出库验收', '年终奖']),\n",
       "       list(['金融', '房地产', '市场战略规划', '品牌合作', '客户开发', '跨界营销经验', '销售工作经验', '数据分析经验', '市场营销/广告相关专业']),\n",
       "       list(['短视频']),\n",
       "       list(['售后文员', '行政专员', '仓库文员', '经理助理', '数据处理', '会计', '文员', '后勤专员']),\n",
       "       list(['合同审查', '诉讼', '合规风控', '互联网', '游戏', '动漫', '项目申报', '文化传媒']),\n",
       "       list(['抖音', '普通话流利', '大码女装', '女装直播', '性格活泼', '沟通能力强', '抖音直播', '大码女孩']),\n",
       "       list(['需求分析工程师', '需求分析评估', '产品设计', '产品验收', '产品内部评审', '需求采集']),\n",
       "       list(['早点/小吃', '无经验', '1-3年']),\n",
       "       list(['业务导向', '智能驾驶', 'C/C++', '计算机相关专业', '机器学习算法/工程化经验']),\n",
       "       list(['地推团队', '15人（含）以上', '个人（To C）', '较多外勤', '快消/零售产品推广经验', '软件推广经验', '销售工作经验', '商务谈判能力', '市场分析判断能力', '营销能力', 'O2O', '互联网/科技', '批发/零售']),\n",
       "       list(['工程师', '信息技术', '教育', '服务', '应届生']), list(['运维管理']),\n",
       "       list(['智能硬件产品', '产品规划']),\n",
       "       list(['销售经理', '销售专员', '初级销售', '课程销售', '全职']),\n",
       "       list(['有外贸工作经验', '每周双休', '汽配外贸经验', '充电桩', '阿里巴巴，中国制造']),\n",
       "       list(['物料制作/安装', '焊接', '灯箱制作安装', '发光字制作安装']),\n",
       "       list(['系统运维', '安全运维', '虚拟化运维', '机房运维', 'Linux', 'Python', 'Shell', '服务器配置']),\n",
       "       list(['代理记账公司', '外账', '财会服务', '财税']), list(['PMP', '系统集成项目管理工程师']),\n",
       "       list(['图书', '教育类', '初中高中教辅资料', '语文教辅资料编辑', '语文老师']),\n",
       "       list(['二级建造师', '一级建造师', '施工员证', '住宅地产', '别墅地产', '旧改项目', '综合体', '高层建筑']),\n",
       "       list(['线上活动', '活动创意策划', '活动数据分析']),\n",
       "       list(['跨境电商', '产品开发', 'C端产品', '家具']),\n",
       "       list(['快手', '抖音', '虎牙', '娱乐才艺']),\n",
       "       list(['5年以上', '包住', '每月2-3天休息', '川菜', '主厨', '包吃', '粤菜', '加班费', '湘菜', '中餐', '配菜打荷', '烧烤/大排档']),\n",
       "       list(['培训机构', '线下教育', '大学/大专生', '成人/通用', '成人教育', '高数', '数学']),\n",
       "       list(['亚马逊', '平台品类运营', 'B2C跨境电商', '平台整体运营', '阿里国际站运营', '电子商务专业', '销售运营', '自有电商平台', '跨境电商', '大型B2B/B2C网站经验', 'B2B跨境电商', '电商店铺运营', 'B2C', '数据分析能力', 'B端数据运营', 'M2C', '电商运营']),\n",
       "       list(['CAD']),\n",
       "       list(['英语可作为工作语言', '熟悉阿里巴巴平台', '有海外销售经验', '网络销售', '企业客户', '外贸', '外贸专员', '外贸销售']),\n",
       "       list(['电气相关专业', '汽车设计专业', '车辆工程专业']), list(['进出库验收', '年终奖']),\n",
       "       list(['金融', '房地产', '市场战略规划', '品牌合作', '客户开发', '跨界营销经验', '销售工作经验', '数据分析经验', '市场营销/广告相关专业']),\n",
       "       list(['短视频']),\n",
       "       list(['售后文员', '行政专员', '仓库文员', '经理助理', '数据处理', '会计', '文员', '后勤专员']),\n",
       "       list(['合同审查', '诉讼', '合规风控', '互联网', '游戏', '动漫', '项目申报', '文化传媒']),\n",
       "       list(['抖音', '普通话流利', '大码女装', '女装直播', '性格活泼', '沟通能力强', '抖音直播', '大码女孩']),\n",
       "       list(['需求分析工程师', '需求分析评估', '产品设计', '产品验收', '产品内部评审', '需求采集']),\n",
       "       list(['早点/小吃', '无经验', '1-3年']),\n",
       "       list(['业务导向', '智能驾驶', 'C/C++', '计算机相关专业', '机器学习算法/工程化经验']),\n",
       "       list(['地推团队', '15人（含）以上', '个人（To C）', '较多外勤', '快消/零售产品推广经验', '软件推广经验', '销售工作经验', '商务谈判能力', '市场分析判断能力', '营销能力', 'O2O', '互联网/科技', '批发/零售']),\n",
       "       list(['工程师', '信息技术', '教育', '服务', '应届生']), list(['运维管理']),\n",
       "       list(['智能硬件产品', '产品规划']),\n",
       "       list(['销售经理', '销售专员', '初级销售', '课程销售', '全职']),\n",
       "       list(['有外贸工作经验', '每周双休', '汽配外贸经验', '充电桩', '阿里巴巴，中国制造']),\n",
       "       list(['物料制作/安装', '焊接', '灯箱制作安装', '发光字制作安装']),\n",
       "       list(['系统运维', '安全运维', '虚拟化运维', '机房运维', 'Linux', 'Python', 'Shell', '服务器配置']),\n",
       "       list(['代理记账公司', '外账', '财会服务', '财税']), list(['PMP', '系统集成项目管理工程师']),\n",
       "       list(['图书', '教育类', '初中高中教辅资料', '语文教辅资料编辑', '语文老师']),\n",
       "       list(['二级建造师', '一级建造师', '施工员证', '住宅地产', '别墅地产', '旧改项目', '综合体', '高层建筑']),\n",
       "       list(['线上活动', '活动创意策划', '活动数据分析']),\n",
       "       list(['跨境电商', '产品开发', 'C端产品', '家具']),\n",
       "       list(['快手', '抖音', '虎牙', '娱乐才艺']),\n",
       "       list(['5年以上', '包住', '每月2-3天休息', '川菜', '主厨', '包吃', '粤菜', '加班费', '湘菜', '中餐', '配菜打荷', '烧烤/大排档']),\n",
       "       list(['培训机构', '线下教育', '大学/大专生', '成人/通用', '成人教育', '高数', '数学']),\n",
       "       list(['亚马逊', '平台品类运营', 'B2C跨境电商', '平台整体运营', '阿里国际站运营', '电子商务专业', '销售运营', '自有电商平台', '跨境电商', '大型B2B/B2C网站经验', 'B2B跨境电商', '电商店铺运营', 'B2C', '数据分析能力', 'B端数据运营', 'M2C', '电商运营']),\n",
       "       list(['CAD']),\n",
       "       list(['英语可作为工作语言', '熟悉阿里巴巴平台', '有海外销售经验', '网络销售', '企业客户', '外贸', '外贸专员', '外贸销售']),\n",
       "       list(['电气相关专业', '汽车设计专业', '车辆工程专业']), list(['进出库验收', '年终奖']),\n",
       "       list(['金融', '房地产', '市场战略规划', '品牌合作', '客户开发', '跨界营销经验', '销售工作经验', '数据分析经验', '市场营销/广告相关专业']),\n",
       "       list(['短视频']),\n",
       "       list(['售后文员', '行政专员', '仓库文员', '经理助理', '数据处理', '会计', '文员', '后勤专员']),\n",
       "       list(['合同审查', '诉讼', '合规风控', '互联网', '游戏', '动漫', '项目申报', '文化传媒']),\n",
       "       list(['抖音', '普通话流利', '大码女装', '女装直播', '性格活泼', '沟通能力强', '抖音直播', '大码女孩']),\n",
       "       list(['需求分析工程师', '需求分析评估', '产品设计', '产品验收', '产品内部评审', '需求采集']),\n",
       "       list(['早点/小吃', '无经验', '1-3年']),\n",
       "       list(['业务导向', '智能驾驶', 'C/C++', '计算机相关专业', '机器学习算法/工程化经验']),\n",
       "       list(['地推团队', '15人（含）以上', '个人（To C）', '较多外勤', '快消/零售产品推广经验', '软件推广经验', '销售工作经验', '商务谈判能力', '市场分析判断能力', '营销能力', 'O2O', '互联网/科技', '批发/零售']),\n",
       "       list(['工程师', '信息技术', '教育', '服务', '应届生']), list(['运维管理']),\n",
       "       list(['智能硬件产品', '产品规划']),\n",
       "       list(['销售经理', '销售专员', '初级销售', '课程销售', '全职']),\n",
       "       list(['有外贸工作经验', '每周双休', '汽配外贸经验', '充电桩', '阿里巴巴，中国制造']),\n",
       "       list(['物料制作/安装', '焊接', '灯箱制作安装', '发光字制作安装']),\n",
       "       list(['系统运维', '安全运维', '虚拟化运维', '机房运维', 'Linux', 'Python', 'Shell', '服务器配置']),\n",
       "       list(['代理记账公司', '外账', '财会服务', '财税']), list(['PMP', '系统集成项目管理工程师']),\n",
       "       list(['图书', '教育类', '初中高中教辅资料', '语文教辅资料编辑', '语文老师']),\n",
       "       list(['二级建造师', '一级建造师', '施工员证', '住宅地产', '别墅地产', '旧改项目', '综合体', '高层建筑']),\n",
       "       list(['线上活动', '活动创意策划', '活动数据分析']),\n",
       "       list(['跨境电商', '产品开发', 'C端产品', '家具']),\n",
       "       list(['快手', '抖音', '虎牙', '娱乐才艺']),\n",
       "       list(['5年以上', '包住', '每月2-3天休息', '川菜', '主厨', '包吃', '粤菜', '加班费', '湘菜', '中餐', '配菜打荷', '烧烤/大排档']),\n",
       "       list(['培训机构', '线下教育', '大学/大专生', '成人/通用', '成人教育', '高数', '数学']),\n",
       "       list(['亚马逊', '平台品类运营', 'B2C跨境电商', '平台整体运营', '阿里国际站运营', '电子商务专业', '销售运营', '自有电商平台', '跨境电商', '大型B2B/B2C网站经验', 'B2B跨境电商', '电商店铺运营', 'B2C', '数据分析能力', 'B端数据运营', 'M2C', '电商运营']),\n",
       "       list(['CAD']),\n",
       "       list(['英语可作为工作语言', '熟悉阿里巴巴平台', '有海外销售经验', '网络销售', '企业客户', '外贸', '外贸专员', '外贸销售']),\n",
       "       list(['电气相关专业', '汽车设计专业', '车辆工程专业']), list(['进出库验收', '年终奖']),\n",
       "       list(['金融', '房地产', '市场战略规划', '品牌合作', '客户开发', '跨界营销经验', '销售工作经验', '数据分析经验', '市场营销/广告相关专业']),\n",
       "       list(['短视频']),\n",
       "       list(['售后文员', '行政专员', '仓库文员', '经理助理', '数据处理', '会计', '文员', '后勤专员']),\n",
       "       list(['合同审查', '诉讼', '合规风控', '互联网', '游戏', '动漫', '项目申报', '文化传媒']),\n",
       "       list(['抖音', '普通话流利', '大码女装', '女装直播', '性格活泼', '沟通能力强', '抖音直播', '大码女孩']),\n",
       "       list(['需求分析工程师', '需求分析评估', '产品设计', '产品验收', '产品内部评审', '需求采集']),\n",
       "       list(['早点/小吃', '无经验', '1-3年']),\n",
       "       list(['业务导向', '智能驾驶', 'C/C++', '计算机相关专业', '机器学习算法/工程化经验']),\n",
       "       list(['地推团队', '15人（含）以上', '个人（To C）', '较多外勤', '快消/零售产品推广经验', '软件推广经验', '销售工作经验', '商务谈判能力', '市场分析判断能力', '营销能力', 'O2O', '互联网/科技', '批发/零售']),\n",
       "       list(['工程师', '信息技术', '教育', '服务', '应届生']), list(['运维管理']),\n",
       "       list(['智能硬件产品', '产品规划']),\n",
       "       list(['销售经理', '销售专员', '初级销售', '课程销售', '全职']),\n",
       "       list(['有外贸工作经验', '每周双休', '汽配外贸经验', '充电桩', '阿里巴巴，中国制造']),\n",
       "       list(['物料制作/安装', '焊接', '灯箱制作安装', '发光字制作安装']),\n",
       "       list(['系统运维', '安全运维', '虚拟化运维', '机房运维', 'Linux', 'Python', 'Shell', '服务器配置']),\n",
       "       list(['代理记账公司', '外账', '财会服务', '财税']), list(['PMP', '系统集成项目管理工程师']),\n",
       "       list(['图书', '教育类', '初中高中教辅资料', '语文教辅资料编辑', '语文老师']),\n",
       "       list(['二级建造师', '一级建造师', '施工员证', '住宅地产', '别墅地产', '旧改项目', '综合体', '高层建筑']),\n",
       "       list(['线上活动', '活动创意策划', '活动数据分析']),\n",
       "       list(['跨境电商', '产品开发', 'C端产品', '家具']),\n",
       "       list(['快手', '抖音', '虎牙', '娱乐才艺']),\n",
       "       list(['5年以上', '包住', '每月2-3天休息', '川菜', '主厨', '包吃', '粤菜', '加班费', '湘菜', '中餐', '配菜打荷', '烧烤/大排档']),\n",
       "       list(['培训机构', '线下教育', '大学/大专生', '成人/通用', '成人教育', '高数', '数学']),\n",
       "       list(['亚马逊', '平台品类运营', 'B2C跨境电商', '平台整体运营', '阿里国际站运营', '电子商务专业', '销售运营', '自有电商平台', '跨境电商', '大型B2B/B2C网站经验', 'B2B跨境电商', '电商店铺运营', 'B2C', '数据分析能力', 'B端数据运营', 'M2C', '电商运营']),\n",
       "       list(['CAD']),\n",
       "       list(['英语可作为工作语言', '熟悉阿里巴巴平台', '有海外销售经验', '网络销售', '企业客户', '外贸', '外贸专员', '外贸销售']),\n",
       "       list(['电气相关专业', '汽车设计专业', '车辆工程专业']), list(['进出库验收', '年终奖']),\n",
       "       list(['金融', '房地产', '市场战略规划', '品牌合作', '客户开发', '跨界营销经验', '销售工作经验', '数据分析经验', '市场营销/广告相关专业']),\n",
       "       list(['短视频']),\n",
       "       list(['售后文员', '行政专员', '仓库文员', '经理助理', '数据处理', '会计', '文员', '后勤专员']),\n",
       "       list(['合同审查', '诉讼', '合规风控', '互联网', '游戏', '动漫', '项目申报', '文化传媒']),\n",
       "       list(['抖音', '普通话流利', '大码女装', '女装直播', '性格活泼', '沟通能力强', '抖音直播', '大码女孩']),\n",
       "       list(['需求分析工程师', '需求分析评估', '产品设计', '产品验收', '产品内部评审', '需求采集']),\n",
       "       list(['早点/小吃', '无经验', '1-3年']),\n",
       "       list(['业务导向', '智能驾驶', 'C/C++', '计算机相关专业', '机器学习算法/工程化经验']),\n",
       "       list(['地推团队', '15人（含）以上', '个人（To C）', '较多外勤', '快消/零售产品推广经验', '软件推广经验', '销售工作经验', '商务谈判能力', '市场分析判断能力', '营销能力', 'O2O', '互联网/科技', '批发/零售']),\n",
       "       list(['工程师', '信息技术', '教育', '服务', '应届生']), list(['运维管理']),\n",
       "       list(['智能硬件产品', '产品规划']),\n",
       "       list(['销售经理', '销售专员', '初级销售', '课程销售', '全职']),\n",
       "       list(['有外贸工作经验', '每周双休', '汽配外贸经验', '充电桩', '阿里巴巴，中国制造']),\n",
       "       list(['物料制作/安装', '焊接', '灯箱制作安装', '发光字制作安装']),\n",
       "       list(['系统运维', '安全运维', '虚拟化运维', '机房运维', 'Linux', 'Python', 'Shell', '服务器配置']),\n",
       "       list(['代理记账公司', '外账', '财会服务', '财税']), list(['PMP', '系统集成项目管理工程师']),\n",
       "       list(['图书', '教育类', '初中高中教辅资料', '语文教辅资料编辑', '语文老师']),\n",
       "       list(['二级建造师', '一级建造师', '施工员证', '住宅地产', '别墅地产', '旧改项目', '综合体', '高层建筑']),\n",
       "       list(['线上活动', '活动创意策划', '活动数据分析']),\n",
       "       list(['跨境电商', '产品开发', 'C端产品', '家具']),\n",
       "       list(['快手', '抖音', '虎牙', '娱乐才艺']),\n",
       "       list(['5年以上', '包住', '每月2-3天休息', '川菜', '主厨', '包吃', '粤菜', '加班费', '湘菜', '中餐', '配菜打荷', '烧烤/大排档']),\n",
       "       list(['培训机构', '线下教育', '大学/大专生', '成人/通用', '成人教育', '高数', '数学']),\n",
       "       list(['亚马逊', '平台品类运营', 'B2C跨境电商', '平台整体运营', '阿里国际站运营', '电子商务专业', '销售运营', '自有电商平台', '跨境电商', '大型B2B/B2C网站经验', 'B2B跨境电商', '电商店铺运营', 'B2C', '数据分析能力', 'B端数据运营', 'M2C', '电商运营']),\n",
       "       list(['CAD']),\n",
       "       list(['英语可作为工作语言', '熟悉阿里巴巴平台', '有海外销售经验', '网络销售', '企业客户', '外贸', '外贸专员', '外贸销售']),\n",
       "       list(['电气相关专业', '汽车设计专业', '车辆工程专业']), list(['进出库验收', '年终奖']),\n",
       "       list(['金融', '房地产', '市场战略规划', '品牌合作', '客户开发', '跨界营销经验', '销售工作经验', '数据分析经验', '市场营销/广告相关专业']),\n",
       "       list(['短视频']),\n",
       "       list(['售后文员', '行政专员', '仓库文员', '经理助理', '数据处理', '会计', '文员', '后勤专员']),\n",
       "       list(['合同审查', '诉讼', '合规风控', '互联网', '游戏', '动漫', '项目申报', '文化传媒']),\n",
       "       list(['抖音', '普通话流利', '大码女装', '女装直播', '性格活泼', '沟通能力强', '抖音直播', '大码女孩']),\n",
       "       list(['需求分析工程师', '需求分析评估', '产品设计', '产品验收', '产品内部评审', '需求采集']),\n",
       "       list(['早点/小吃', '无经验', '1-3年']),\n",
       "       list(['业务导向', '智能驾驶', 'C/C++', '计算机相关专业', '机器学习算法/工程化经验']),\n",
       "       list(['地推团队', '15人（含）以上', '个人（To C）', '较多外勤', '快消/零售产品推广经验', '软件推广经验', '销售工作经验', '商务谈判能力', '市场分析判断能力', '营销能力', 'O2O', '互联网/科技', '批发/零售']),\n",
       "       list(['工程师', '信息技术', '教育', '服务', '应届生']), list(['运维管理']),\n",
       "       list(['智能硬件产品', '产品规划']),\n",
       "       list(['销售经理', '销售专员', '初级销售', '课程销售', '全职']),\n",
       "       list(['有外贸工作经验', '每周双休', '汽配外贸经验', '充电桩', '阿里巴巴，中国制造']),\n",
       "       list(['物料制作/安装', '焊接', '灯箱制作安装', '发光字制作安装']),\n",
       "       list(['系统运维', '安全运维', '虚拟化运维', '机房运维', 'Linux', 'Python', 'Shell', '服务器配置']),\n",
       "       list(['代理记账公司', '外账', '财会服务', '财税']), list(['PMP', '系统集成项目管理工程师']),\n",
       "       list(['图书', '教育类', '初中高中教辅资料', '语文教辅资料编辑', '语文老师']),\n",
       "       list(['二级建造师', '一级建造师', '施工员证', '住宅地产', '别墅地产', '旧改项目', '综合体', '高层建筑']),\n",
       "       list(['线上活动', '活动创意策划', '活动数据分析']),\n",
       "       list(['跨境电商', '产品开发', 'C端产品', '家具']),\n",
       "       list(['快手', '抖音', '虎牙', '娱乐才艺']),\n",
       "       list(['5年以上', '包住', '每月2-3天休息', '川菜', '主厨', '包吃', '粤菜', '加班费', '湘菜', '中餐', '配菜打荷', '烧烤/大排档']),\n",
       "       list(['培训机构', '线下教育', '大学/大专生', '成人/通用', '成人教育', '高数', '数学']),\n",
       "       list(['亚马逊', '平台品类运营', 'B2C跨境电商', '平台整体运营', '阿里国际站运营', '电子商务专业', '销售运营', '自有电商平台', '跨境电商', '大型B2B/B2C网站经验', 'B2B跨境电商', '电商店铺运营', 'B2C', '数据分析能力', 'B端数据运营', 'M2C', '电商运营']),\n",
       "       list(['CAD']),\n",
       "       list(['英语可作为工作语言', '熟悉阿里巴巴平台', '有海外销售经验', '网络销售', '企业客户', '外贸', '外贸专员', '外贸销售']),\n",
       "       list(['电气相关专业', '汽车设计专业', '车辆工程专业']), list(['进出库验收', '年终奖']),\n",
       "       list(['金融', '房地产', '市场战略规划', '品牌合作', '客户开发', '跨界营销经验', '销售工作经验', '数据分析经验', '市场营销/广告相关专业']),\n",
       "       list(['短视频']),\n",
       "       list(['售后文员', '行政专员', '仓库文员', '经理助理', '数据处理', '会计', '文员', '后勤专员']),\n",
       "       list(['合同审查', '诉讼', '合规风控', '互联网', '游戏', '动漫', '项目申报', '文化传媒']),\n",
       "       list(['抖音', '普通话流利', '大码女装', '女装直播', '性格活泼', '沟通能力强', '抖音直播', '大码女孩']),\n",
       "       list(['需求分析工程师', '需求分析评估', '产品设计', '产品验收', '产品内部评审', '需求采集']),\n",
       "       list(['早点/小吃', '无经验', '1-3年']),\n",
       "       list(['业务导向', '智能驾驶', 'C/C++', '计算机相关专业', '机器学习算法/工程化经验']),\n",
       "       list(['地推团队', '15人（含）以上', '个人（To C）', '较多外勤', '快消/零售产品推广经验', '软件推广经验', '销售工作经验', '商务谈判能力', '市场分析判断能力', '营销能力', 'O2O', '互联网/科技', '批发/零售']),\n",
       "       list(['工程师', '信息技术', '教育', '服务', '应届生']), list(['运维管理']),\n",
       "       list(['智能硬件产品', '产品规划']),\n",
       "       list(['销售经理', '销售专员', '初级销售', '课程销售', '全职']),\n",
       "       list(['有外贸工作经验', '每周双休', '汽配外贸经验', '充电桩', '阿里巴巴，中国制造']),\n",
       "       list(['物料制作/安装', '焊接', '灯箱制作安装', '发光字制作安装']),\n",
       "       list(['系统运维', '安全运维', '虚拟化运维', '机房运维', 'Linux', 'Python', 'Shell', '服务器配置']),\n",
       "       list(['代理记账公司', '外账', '财会服务', '财税']), list(['PMP', '系统集成项目管理工程师']),\n",
       "       list(['图书', '教育类', '初中高中教辅资料', '语文教辅资料编辑', '语文老师']),\n",
       "       list(['二级建造师', '一级建造师', '施工员证', '住宅地产', '别墅地产', '旧改项目', '综合体', '高层建筑']),\n",
       "       list(['线上活动', '活动创意策划', '活动数据分析']),\n",
       "       list(['跨境电商', '产品开发', 'C端产品', '家具']),\n",
       "       list(['快手', '抖音', '虎牙', '娱乐才艺']),\n",
       "       list(['5年以上', '包住', '每月2-3天休息', '川菜', '主厨', '包吃', '粤菜', '加班费', '湘菜', '中餐', '配菜打荷', '烧烤/大排档']),\n",
       "       list(['培训机构', '线下教育', '大学/大专生', '成人/通用', '成人教育', '高数', '数学']),\n",
       "       list(['亚马逊', '平台品类运营', 'B2C跨境电商', '平台整体运营', '阿里国际站运营', '电子商务专业', '销售运营', '自有电商平台', '跨境电商', '大型B2B/B2C网站经验', 'B2B跨境电商', '电商店铺运营', 'B2C', '数据分析能力', 'B端数据运营', 'M2C', '电商运营']),\n",
       "       list(['CAD']),\n",
       "       list(['英语可作为工作语言', '熟悉阿里巴巴平台', '有海外销售经验', '网络销售', '企业客户', '外贸', '外贸专员', '外贸销售']),\n",
       "       list(['电气相关专业', '汽车设计专业', '车辆工程专业']), list(['进出库验收', '年终奖']),\n",
       "       list(['金融', '房地产', '市场战略规划', '品牌合作', '客户开发', '跨界营销经验', '销售工作经验', '数据分析经验', '市场营销/广告相关专业']),\n",
       "       list(['短视频']),\n",
       "       list(['售后文员', '行政专员', '仓库文员', '经理助理', '数据处理', '会计', '文员', '后勤专员']),\n",
       "       list(['合同审查', '诉讼', '合规风控', '互联网', '游戏', '动漫', '项目申报', '文化传媒']),\n",
       "       list(['抖音', '普通话流利', '大码女装', '女装直播', '性格活泼', '沟通能力强', '抖音直播', '大码女孩']),\n",
       "       list(['需求分析工程师', '需求分析评估', '产品设计', '产品验收', '产品内部评审', '需求采集']),\n",
       "       list(['早点/小吃', '无经验', '1-3年']),\n",
       "       list(['业务导向', '智能驾驶', 'C/C++', '计算机相关专业', '机器学习算法/工程化经验']),\n",
       "       list(['地推团队', '15人（含）以上', '个人（To C）', '较多外勤', '快消/零售产品推广经验', '软件推广经验', '销售工作经验', '商务谈判能力', '市场分析判断能力', '营销能力', 'O2O', '互联网/科技', '批发/零售']),\n",
       "       list(['工程师', '信息技术', '教育', '服务', '应届生']), list(['运维管理']),\n",
       "       list(['智能硬件产品', '产品规划']),\n",
       "       list(['销售经理', '销售专员', '初级销售', '课程销售', '全职']),\n",
       "       list(['有外贸工作经验', '每周双休', '汽配外贸经验', '充电桩', '阿里巴巴，中国制造']),\n",
       "       list(['物料制作/安装', '焊接', '灯箱制作安装', '发光字制作安装']),\n",
       "       list(['系统运维', '安全运维', '虚拟化运维', '机房运维', 'Linux', 'Python', 'Shell', '服务器配置']),\n",
       "       list(['代理记账公司', '外账', '财会服务', '财税']), list(['PMP', '系统集成项目管理工程师']),\n",
       "       list(['图书', '教育类', '初中高中教辅资料', '语文教辅资料编辑', '语文老师']),\n",
       "       list(['二级建造师', '一级建造师', '施工员证', '住宅地产', '别墅地产', '旧改项目', '综合体', '高层建筑']),\n",
       "       list(['线上活动', '活动创意策划', '活动数据分析']),\n",
       "       list(['跨境电商', '产品开发', 'C端产品', '家具']),\n",
       "       list(['快手', '抖音', '虎牙', '娱乐才艺']),\n",
       "       list(['5年以上', '包住', '每月2-3天休息', '川菜', '主厨', '包吃', '粤菜', '加班费', '湘菜', '中餐', '配菜打荷', '烧烤/大排档']),\n",
       "       list(['培训机构', '线下教育', '大学/大专生', '成人/通用', '成人教育', '高数', '数学']),\n",
       "       list(['亚马逊', '平台品类运营', 'B2C跨境电商', '平台整体运营', '阿里国际站运营', '电子商务专业', '销售运营', '自有电商平台', '跨境电商', '大型B2B/B2C网站经验', 'B2B跨境电商', '电商店铺运营', 'B2C', '数据分析能力', 'B端数据运营', 'M2C', '电商运营']),\n",
       "       list(['CAD']),\n",
       "       list(['英语可作为工作语言', '熟悉阿里巴巴平台', '有海外销售经验', '网络销售', '企业客户', '外贸', '外贸专员', '外贸销售']),\n",
       "       list(['电气相关专业', '汽车设计专业', '车辆工程专业']), list(['进出库验收', '年终奖']),\n",
       "       list(['金融', '房地产', '市场战略规划', '品牌合作', '客户开发', '跨界营销经验', '销售工作经验', '数据分析经验', '市场营销/广告相关专业']),\n",
       "       list(['短视频']),\n",
       "       list(['售后文员', '行政专员', '仓库文员', '经理助理', '数据处理', '会计', '文员', '后勤专员']),\n",
       "       list(['合同审查', '诉讼', '合规风控', '互联网', '游戏', '动漫', '项目申报', '文化传媒']),\n",
       "       list(['抖音', '普通话流利', '大码女装', '女装直播', '性格活泼', '沟通能力强', '抖音直播', '大码女孩']),\n",
       "       list(['需求分析工程师', '需求分析评估', '产品设计', '产品验收', '产品内部评审', '需求采集']),\n",
       "       list(['早点/小吃', '无经验', '1-3年']),\n",
       "       list(['业务导向', '智能驾驶', 'C/C++', '计算机相关专业', '机器学习算法/工程化经验']),\n",
       "       list(['地推团队', '15人（含）以上', '个人（To C）', '较多外勤', '快消/零售产品推广经验', '软件推广经验', '销售工作经验', '商务谈判能力', '市场分析判断能力', '营销能力', 'O2O', '互联网/科技', '批发/零售']),\n",
       "       list(['工程师', '信息技术', '教育', '服务', '应届生']), list(['运维管理']),\n",
       "       list(['智能硬件产品', '产品规划']),\n",
       "       list(['销售经理', '销售专员', '初级销售', '课程销售', '全职']),\n",
       "       list(['有外贸工作经验', '每周双休', '汽配外贸经验', '充电桩', '阿里巴巴，中国制造']),\n",
       "       list(['物料制作/安装', '焊接', '灯箱制作安装', '发光字制作安装']),\n",
       "       list(['系统运维', '安全运维', '虚拟化运维', '机房运维', 'Linux', 'Python', 'Shell', '服务器配置']),\n",
       "       list(['代理记账公司', '外账', '财会服务', '财税']), list(['PMP', '系统集成项目管理工程师']),\n",
       "       list(['图书', '教育类', '初中高中教辅资料', '语文教辅资料编辑', '语文老师']),\n",
       "       list(['二级建造师', '一级建造师', '施工员证', '住宅地产', '别墅地产', '旧改项目', '综合体', '高层建筑']),\n",
       "       list(['线上活动', '活动创意策划', '活动数据分析']),\n",
       "       list(['跨境电商', '产品开发', 'C端产品', '家具']),\n",
       "       list(['快手', '抖音', '虎牙', '娱乐才艺']),\n",
       "       list(['5年以上', '包住', '每月2-3天休息', '川菜', '主厨', '包吃', '粤菜', '加班费', '湘菜', '中餐', '配菜打荷', '烧烤/大排档']),\n",
       "       list(['培训机构', '线下教育', '大学/大专生', '成人/通用', '成人教育', '高数', '数学']),\n",
       "       list(['亚马逊', '平台品类运营', 'B2C跨境电商', '平台整体运营', '阿里国际站运营', '电子商务专业', '销售运营', '自有电商平台', '跨境电商', '大型B2B/B2C网站经验', 'B2B跨境电商', '电商店铺运营', 'B2C', '数据分析能力', 'B端数据运营', 'M2C', '电商运营']),\n",
       "       list(['CAD']),\n",
       "       list(['英语可作为工作语言', '熟悉阿里巴巴平台', '有海外销售经验', '网络销售', '企业客户', '外贸', '外贸专员', '外贸销售']),\n",
       "       list(['电气相关专业', '汽车设计专业', '车辆工程专业']), list(['进出库验收', '年终奖']),\n",
       "       list(['金融', '房地产', '市场战略规划', '品牌合作', '客户开发', '跨界营销经验', '销售工作经验', '数据分析经验', '市场营销/广告相关专业']),\n",
       "       list(['短视频']),\n",
       "       list(['售后文员', '行政专员', '仓库文员', '经理助理', '数据处理', '会计', '文员', '后勤专员']),\n",
       "       list(['合同审查', '诉讼', '合规风控', '互联网', '游戏', '动漫', '项目申报', '文化传媒']),\n",
       "       list(['抖音', '普通话流利', '大码女装', '女装直播', '性格活泼', '沟通能力强', '抖音直播', '大码女孩']),\n",
       "       list(['需求分析工程师', '需求分析评估', '产品设计', '产品验收', '产品内部评审', '需求采集']),\n",
       "       list(['早点/小吃', '无经验', '1-3年']),\n",
       "       list(['业务导向', '智能驾驶', 'C/C++', '计算机相关专业', '机器学习算法/工程化经验']),\n",
       "       list(['地推团队', '15人（含）以上', '个人（To C）', '较多外勤', '快消/零售产品推广经验', '软件推广经验', '销售工作经验', '商务谈判能力', '市场分析判断能力', '营销能力', 'O2O', '互联网/科技', '批发/零售']),\n",
       "       list(['工程师', '信息技术', '教育', '服务', '应届生']), list(['运维管理']),\n",
       "       list(['智能硬件产品', '产品规划']),\n",
       "       list(['销售经理', '销售专员', '初级销售', '课程销售', '全职']),\n",
       "       list(['有外贸工作经验', '每周双休', '汽配外贸经验', '充电桩', '阿里巴巴，中国制造']),\n",
       "       list(['物料制作/安装', '焊接', '灯箱制作安装', '发光字制作安装']),\n",
       "       list(['系统运维', '安全运维', '虚拟化运维', '机房运维', 'Linux', 'Python', 'Shell', '服务器配置']),\n",
       "       list(['代理记账公司', '外账', '财会服务', '财税']), list(['PMP', '系统集成项目管理工程师']),\n",
       "       list(['图书', '教育类', '初中高中教辅资料', '语文教辅资料编辑', '语文老师']),\n",
       "       list(['二级建造师', '一级建造师', '施工员证', '住宅地产', '别墅地产', '旧改项目', '综合体', '高层建筑']),\n",
       "       list(['线上活动', '活动创意策划', '活动数据分析']),\n",
       "       list(['跨境电商', '产品开发', 'C端产品', '家具']),\n",
       "       list(['快手', '抖音', '虎牙', '娱乐才艺']),\n",
       "       list(['5年以上', '包住', '每月2-3天休息', '川菜', '主厨', '包吃', '粤菜', '加班费', '湘菜', '中餐', '配菜打荷', '烧烤/大排档']),\n",
       "       list(['培训机构', '线下教育', '大学/大专生', '成人/通用', '成人教育', '高数', '数学']),\n",
       "       list(['亚马逊', '平台品类运营', 'B2C跨境电商', '平台整体运营', '阿里国际站运营', '电子商务专业', '销售运营', '自有电商平台', '跨境电商', '大型B2B/B2C网站经验', 'B2B跨境电商', '电商店铺运营', 'B2C', '数据分析能力', 'B端数据运营', 'M2C', '电商运营']),\n",
       "       list(['CAD']),\n",
       "       list(['英语可作为工作语言', '熟悉阿里巴巴平台', '有海外销售经验', '网络销售', '企业客户', '外贸', '外贸专员', '外贸销售']),\n",
       "       list(['电气相关专业', '汽车设计专业', '车辆工程专业']), list(['进出库验收', '年终奖']),\n",
       "       list(['金融', '房地产', '市场战略规划', '品牌合作', '客户开发', '跨界营销经验', '销售工作经验', '数据分析经验', '市场营销/广告相关专业']),\n",
       "       list(['短视频']),\n",
       "       list(['售后文员', '行政专员', '仓库文员', '经理助理', '数据处理', '会计', '文员', '后勤专员']),\n",
       "       list(['合同审查', '诉讼', '合规风控', '互联网', '游戏', '动漫', '项目申报', '文化传媒']),\n",
       "       list(['抖音', '普通话流利', '大码女装', '女装直播', '性格活泼', '沟通能力强', '抖音直播', '大码女孩']),\n",
       "       list(['需求分析工程师', '需求分析评估', '产品设计', '产品验收', '产品内部评审', '需求采集']),\n",
       "       list(['早点/小吃', '无经验', '1-3年']),\n",
       "       list(['业务导向', '智能驾驶', 'C/C++', '计算机相关专业', '机器学习算法/工程化经验']),\n",
       "       list(['地推团队', '15人（含）以上', '个人（To C）', '较多外勤', '快消/零售产品推广经验', '软件推广经验', '销售工作经验', '商务谈判能力', '市场分析判断能力', '营销能力', 'O2O', '互联网/科技', '批发/零售']),\n",
       "       list(['工程师', '信息技术', '教育', '服务', '应届生']), list(['运维管理']),\n",
       "       list(['智能硬件产品', '产品规划']),\n",
       "       list(['销售经理', '销售专员', '初级销售', '课程销售', '全职']),\n",
       "       list(['有外贸工作经验', '每周双休', '汽配外贸经验', '充电桩', '阿里巴巴，中国制造']),\n",
       "       list(['物料制作/安装', '焊接', '灯箱制作安装', '发光字制作安装']),\n",
       "       list(['系统运维', '安全运维', '虚拟化运维', '机房运维', 'Linux', 'Python', 'Shell', '服务器配置']),\n",
       "       list(['代理记账公司', '外账', '财会服务', '财税']), list(['PMP', '系统集成项目管理工程师']),\n",
       "       list(['图书', '教育类', '初中高中教辅资料', '语文教辅资料编辑', '语文老师']),\n",
       "       list(['二级建造师', '一级建造师', '施工员证', '住宅地产', '别墅地产', '旧改项目', '综合体', '高层建筑']),\n",
       "       list(['线上活动', '活动创意策划', '活动数据分析']),\n",
       "       list(['跨境电商', '产品开发', 'C端产品', '家具']),\n",
       "       list(['快手', '抖音', '虎牙', '娱乐才艺']),\n",
       "       list(['5年以上', '包住', '每月2-3天休息', '川菜', '主厨', '包吃', '粤菜', '加班费', '湘菜', '中餐', '配菜打荷', '烧烤/大排档']),\n",
       "       list(['培训机构', '线下教育', '大学/大专生', '成人/通用', '成人教育', '高数', '数学']),\n",
       "       list(['亚马逊', '平台品类运营', 'B2C跨境电商', '平台整体运营', '阿里国际站运营', '电子商务专业', '销售运营', '自有电商平台', '跨境电商', '大型B2B/B2C网站经验', 'B2B跨境电商', '电商店铺运营', 'B2C', '数据分析能力', 'B端数据运营', 'M2C', '电商运营']),\n",
       "       list(['CAD']),\n",
       "       list(['英语可作为工作语言', '熟悉阿里巴巴平台', '有海外销售经验', '网络销售', '企业客户', '外贸', '外贸专员', '外贸销售']),\n",
       "       list(['电气相关专业', '汽车设计专业', '车辆工程专业']), list(['进出库验收', '年终奖']),\n",
       "       list(['金融', '房地产', '市场战略规划', '品牌合作', '客户开发', '跨界营销经验', '销售工作经验', '数据分析经验', '市场营销/广告相关专业']),\n",
       "       list(['短视频']),\n",
       "       list(['售后文员', '行政专员', '仓库文员', '经理助理', '数据处理', '会计', '文员', '后勤专员']),\n",
       "       list(['合同审查', '诉讼', '合规风控', '互联网', '游戏', '动漫', '项目申报', '文化传媒']),\n",
       "       list(['抖音', '普通话流利', '大码女装', '女装直播', '性格活泼', '沟通能力强', '抖音直播', '大码女孩']),\n",
       "       list(['需求分析工程师', '需求分析评估', '产品设计', '产品验收', '产品内部评审', '需求采集']),\n",
       "       list(['早点/小吃', '无经验', '1-3年']),\n",
       "       list(['业务导向', '智能驾驶', 'C/C++', '计算机相关专业', '机器学习算法/工程化经验']),\n",
       "       list(['地推团队', '15人（含）以上', '个人（To C）', '较多外勤', '快消/零售产品推广经验', '软件推广经验', '销售工作经验', '商务谈判能力', '市场分析判断能力', '营销能力', 'O2O', '互联网/科技', '批发/零售']),\n",
       "       list(['工程师', '信息技术', '教育', '服务', '应届生']), list(['运维管理']),\n",
       "       list(['智能硬件产品', '产品规划']),\n",
       "       list(['销售经理', '销售专员', '初级销售', '课程销售', '全职']),\n",
       "       list(['有外贸工作经验', '每周双休', '汽配外贸经验', '充电桩', '阿里巴巴，中国制造']),\n",
       "       list(['物料制作/安装', '焊接', '灯箱制作安装', '发光字制作安装']),\n",
       "       list(['系统运维', '安全运维', '虚拟化运维', '机房运维', 'Linux', 'Python', 'Shell', '服务器配置']),\n",
       "       list(['代理记账公司', '外账', '财会服务', '财税']), list(['PMP', '系统集成项目管理工程师']),\n",
       "       list(['图书', '教育类', '初中高中教辅资料', '语文教辅资料编辑', '语文老师']),\n",
       "       list(['二级建造师', '一级建造师', '施工员证', '住宅地产', '别墅地产', '旧改项目', '综合体', '高层建筑']),\n",
       "       list(['线上活动', '活动创意策划', '活动数据分析']),\n",
       "       list(['跨境电商', '产品开发', 'C端产品', '家具']),\n",
       "       list(['快手', '抖音', '虎牙', '娱乐才艺']),\n",
       "       list(['5年以上', '包住', '每月2-3天休息', '川菜', '主厨', '包吃', '粤菜', '加班费', '湘菜', '中餐', '配菜打荷', '烧烤/大排档']),\n",
       "       list(['培训机构', '线下教育', '大学/大专生', '成人/通用', '成人教育', '高数', '数学']),\n",
       "       list(['亚马逊', '平台品类运营', 'B2C跨境电商', '平台整体运营', '阿里国际站运营', '电子商务专业', '销售运营', '自有电商平台', '跨境电商', '大型B2B/B2C网站经验', 'B2B跨境电商', '电商店铺运营', 'B2C', '数据分析能力', 'B端数据运营', 'M2C', '电商运营']),\n",
       "       list(['CAD']),\n",
       "       list(['英语可作为工作语言', '熟悉阿里巴巴平台', '有海外销售经验', '网络销售', '企业客户', '外贸', '外贸专员', '外贸销售']),\n",
       "       list(['电气相关专业', '汽车设计专业', '车辆工程专业']), list(['进出库验收', '年终奖']),\n",
       "       list(['金融', '房地产', '市场战略规划', '品牌合作', '客户开发', '跨界营销经验', '销售工作经验', '数据分析经验', '市场营销/广告相关专业']),\n",
       "       list(['短视频']),\n",
       "       list(['售后文员', '行政专员', '仓库文员', '经理助理', '数据处理', '会计', '文员', '后勤专员']),\n",
       "       list(['合同审查', '诉讼', '合规风控', '互联网', '游戏', '动漫', '项目申报', '文化传媒']),\n",
       "       list(['抖音', '普通话流利', '大码女装', '女装直播', '性格活泼', '沟通能力强', '抖音直播', '大码女孩']),\n",
       "       list(['需求分析工程师', '需求分析评估', '产品设计', '产品验收', '产品内部评审', '需求采集']),\n",
       "       list(['早点/小吃', '无经验', '1-3年']),\n",
       "       list(['业务导向', '智能驾驶', 'C/C++', '计算机相关专业', '机器学习算法/工程化经验']),\n",
       "       list(['地推团队', '15人（含）以上', '个人（To C）', '较多外勤', '快消/零售产品推广经验', '软件推广经验', '销售工作经验', '商务谈判能力', '市场分析判断能力', '营销能力', 'O2O', '互联网/科技', '批发/零售']),\n",
       "       list(['工程师', '信息技术', '教育', '服务', '应届生']), list(['运维管理']),\n",
       "       list(['智能硬件产品', '产品规划']),\n",
       "       list(['销售经理', '销售专员', '初级销售', '课程销售', '全职']),\n",
       "       list(['有外贸工作经验', '每周双休', '汽配外贸经验', '充电桩', '阿里巴巴，中国制造']),\n",
       "       list(['物料制作/安装', '焊接', '灯箱制作安装', '发光字制作安装']),\n",
       "       list(['系统运维', '安全运维', '虚拟化运维', '机房运维', 'Linux', 'Python', 'Shell', '服务器配置']),\n",
       "       list(['代理记账公司', '外账', '财会服务', '财税']), list(['PMP', '系统集成项目管理工程师']),\n",
       "       list(['图书', '教育类', '初中高中教辅资料', '语文教辅资料编辑', '语文老师']),\n",
       "       list(['二级建造师', '一级建造师', '施工员证', '住宅地产', '别墅地产', '旧改项目', '综合体', '高层建筑']),\n",
       "       list(['线上活动', '活动创意策划', '活动数据分析']),\n",
       "       list(['跨境电商', '产品开发', 'C端产品', '家具']),\n",
       "       list(['快手', '抖音', '虎牙', '娱乐才艺']),\n",
       "       list(['5年以上', '包住', '每月2-3天休息', '川菜', '主厨', '包吃', '粤菜', '加班费', '湘菜', '中餐', '配菜打荷', '烧烤/大排档']),\n",
       "       list(['培训机构', '线下教育', '大学/大专生', '成人/通用', '成人教育', '高数', '数学']),\n",
       "       list(['亚马逊', '平台品类运营', 'B2C跨境电商', '平台整体运营', '阿里国际站运营', '电子商务专业', '销售运营', '自有电商平台', '跨境电商', '大型B2B/B2C网站经验', 'B2B跨境电商', '电商店铺运营', 'B2C', '数据分析能力', 'B端数据运营', 'M2C', '电商运营']),\n",
       "       list(['CAD']),\n",
       "       list(['英语可作为工作语言', '熟悉阿里巴巴平台', '有海外销售经验', '网络销售', '企业客户', '外贸', '外贸专员', '外贸销售']),\n",
       "       list(['电气相关专业', '汽车设计专业', '车辆工程专业']), list(['进出库验收', '年终奖']),\n",
       "       list(['金融', '房地产', '市场战略规划', '品牌合作', '客户开发', '跨界营销经验', '销售工作经验', '数据分析经验', '市场营销/广告相关专业']),\n",
       "       list(['短视频']),\n",
       "       list(['售后文员', '行政专员', '仓库文员', '经理助理', '数据处理', '会计', '文员', '后勤专员']),\n",
       "       list(['合同审查', '诉讼', '合规风控', '互联网', '游戏', '动漫', '项目申报', '文化传媒']),\n",
       "       list(['抖音', '普通话流利', '大码女装', '女装直播', '性格活泼', '沟通能力强', '抖音直播', '大码女孩']),\n",
       "       list(['需求分析工程师', '需求分析评估', '产品设计', '产品验收', '产品内部评审', '需求采集']),\n",
       "       list(['早点/小吃', '无经验', '1-3年']),\n",
       "       list(['业务导向', '智能驾驶', 'C/C++', '计算机相关专业', '机器学习算法/工程化经验']),\n",
       "       list(['地推团队', '15人（含）以上', '个人（To C）', '较多外勤', '快消/零售产品推广经验', '软件推广经验', '销售工作经验', '商务谈判能力', '市场分析判断能力', '营销能力', 'O2O', '互联网/科技', '批发/零售']),\n",
       "       list(['工程师', '信息技术', '教育', '服务', '应届生']), list(['运维管理']),\n",
       "       list(['智能硬件产品', '产品规划']),\n",
       "       list(['销售经理', '销售专员', '初级销售', '课程销售', '全职']),\n",
       "       list(['有外贸工作经验', '每周双休', '汽配外贸经验', '充电桩', '阿里巴巴，中国制造']),\n",
       "       list(['物料制作/安装', '焊接', '灯箱制作安装', '发光字制作安装']),\n",
       "       list(['系统运维', '安全运维', '虚拟化运维', '机房运维', 'Linux', 'Python', 'Shell', '服务器配置']),\n",
       "       list(['代理记账公司', '外账', '财会服务', '财税']), list(['PMP', '系统集成项目管理工程师']),\n",
       "       list(['图书', '教育类', '初中高中教辅资料', '语文教辅资料编辑', '语文老师']),\n",
       "       list(['二级建造师', '一级建造师', '施工员证', '住宅地产', '别墅地产', '旧改项目', '综合体', '高层建筑']),\n",
       "       list(['线上活动', '活动创意策划', '活动数据分析']),\n",
       "       list(['跨境电商', '产品开发', 'C端产品', '家具']),\n",
       "       list(['快手', '抖音', '虎牙', '娱乐才艺']),\n",
       "       list(['5年以上', '包住', '每月2-3天休息', '川菜', '主厨', '包吃', '粤菜', '加班费', '湘菜', '中餐', '配菜打荷', '烧烤/大排档']),\n",
       "       list(['培训机构', '线下教育', '大学/大专生', '成人/通用', '成人教育', '高数', '数学']),\n",
       "       list(['亚马逊', '平台品类运营', 'B2C跨境电商', '平台整体运营', '阿里国际站运营', '电子商务专业', '销售运营', '自有电商平台', '跨境电商', '大型B2B/B2C网站经验', 'B2B跨境电商', '电商店铺运营', 'B2C', '数据分析能力', 'B端数据运营', 'M2C', '电商运营']),\n",
       "       list(['CAD']),\n",
       "       list(['英语可作为工作语言', '熟悉阿里巴巴平台', '有海外销售经验', '网络销售', '企业客户', '外贸', '外贸专员', '外贸销售']),\n",
       "       list(['电气相关专业', '汽车设计专业', '车辆工程专业']), list(['进出库验收', '年终奖']),\n",
       "       list(['金融', '房地产', '市场战略规划', '品牌合作', '客户开发', '跨界营销经验', '销售工作经验', '数据分析经验', '市场营销/广告相关专业']),\n",
       "       list(['短视频']),\n",
       "       list(['售后文员', '行政专员', '仓库文员', '经理助理', '数据处理', '会计', '文员', '后勤专员']),\n",
       "       list(['合同审查', '诉讼', '合规风控', '互联网', '游戏', '动漫', '项目申报', '文化传媒']),\n",
       "       list(['抖音', '普通话流利', '大码女装', '女装直播', '性格活泼', '沟通能力强', '抖音直播', '大码女孩']),\n",
       "       list(['需求分析工程师', '需求分析评估', '产品设计', '产品验收', '产品内部评审', '需求采集']),\n",
       "       list(['早点/小吃', '无经验', '1-3年']),\n",
       "       list(['业务导向', '智能驾驶', 'C/C++', '计算机相关专业', '机器学习算法/工程化经验']),\n",
       "       list(['地推团队', '15人（含）以上', '个人（To C）', '较多外勤', '快消/零售产品推广经验', '软件推广经验', '销售工作经验', '商务谈判能力', '市场分析判断能力', '营销能力', 'O2O', '互联网/科技', '批发/零售']),\n",
       "       list(['工程师', '信息技术', '教育', '服务', '应届生']), list(['运维管理']),\n",
       "       list(['智能硬件产品', '产品规划']),\n",
       "       list(['销售经理', '销售专员', '初级销售', '课程销售', '全职']),\n",
       "       list(['有外贸工作经验', '每周双休', '汽配外贸经验', '充电桩', '阿里巴巴，中国制造']),\n",
       "       list(['物料制作/安装', '焊接', '灯箱制作安装', '发光字制作安装']),\n",
       "       list(['系统运维', '安全运维', '虚拟化运维', '机房运维', 'Linux', 'Python', 'Shell', '服务器配置']),\n",
       "       list(['代理记账公司', '外账', '财会服务', '财税']), list(['PMP', '系统集成项目管理工程师']),\n",
       "       list(['图书', '教育类', '初中高中教辅资料', '语文教辅资料编辑', '语文老师']),\n",
       "       list(['二级建造师', '一级建造师', '施工员证', '住宅地产', '别墅地产', '旧改项目', '综合体', '高层建筑']),\n",
       "       list(['线上活动', '活动创意策划', '活动数据分析']),\n",
       "       list(['跨境电商', '产品开发', 'C端产品', '家具']),\n",
       "       list(['快手', '抖音', '虎牙', '娱乐才艺']),\n",
       "       list(['5年以上', '包住', '每月2-3天休息', '川菜', '主厨', '包吃', '粤菜', '加班费', '湘菜', '中餐', '配菜打荷', '烧烤/大排档']),\n",
       "       list(['培训机构', '线下教育', '大学/大专生', '成人/通用', '成人教育', '高数', '数学']),\n",
       "       list(['亚马逊', '平台品类运营', 'B2C跨境电商', '平台整体运营', '阿里国际站运营', '电子商务专业', '销售运营', '自有电商平台', '跨境电商', '大型B2B/B2C网站经验', 'B2B跨境电商', '电商店铺运营', 'B2C', '数据分析能力', 'B端数据运营', 'M2C', '电商运营']),\n",
       "       list(['CAD']),\n",
       "       list(['英语可作为工作语言', '熟悉阿里巴巴平台', '有海外销售经验', '网络销售', '企业客户', '外贸', '外贸专员', '外贸销售']),\n",
       "       list(['电气相关专业', '汽车设计专业', '车辆工程专业']), list(['进出库验收', '年终奖']),\n",
       "       list(['金融', '房地产', '市场战略规划', '品牌合作', '客户开发', '跨界营销经验', '销售工作经验', '数据分析经验', '市场营销/广告相关专业']),\n",
       "       list(['短视频']),\n",
       "       list(['售后文员', '行政专员', '仓库文员', '经理助理', '数据处理', '会计', '文员', '后勤专员']),\n",
       "       list(['合同审查', '诉讼', '合规风控', '互联网', '游戏', '动漫', '项目申报', '文化传媒']),\n",
       "       list(['抖音', '普通话流利', '大码女装', '女装直播', '性格活泼', '沟通能力强', '抖音直播', '大码女孩']),\n",
       "       list(['需求分析工程师', '需求分析评估', '产品设计', '产品验收', '产品内部评审', '需求采集']),\n",
       "       list(['早点/小吃', '无经验', '1-3年']),\n",
       "       list(['业务导向', '智能驾驶', 'C/C++', '计算机相关专业', '机器学习算法/工程化经验']),\n",
       "       list(['地推团队', '15人（含）以上', '个人（To C）', '较多外勤', '快消/零售产品推广经验', '软件推广经验', '销售工作经验', '商务谈判能力', '市场分析判断能力', '营销能力', 'O2O', '互联网/科技', '批发/零售']),\n",
       "       list(['工程师', '信息技术', '教育', '服务', '应届生']), list(['运维管理']),\n",
       "       list(['智能硬件产品', '产品规划']),\n",
       "       list(['销售经理', '销售专员', '初级销售', '课程销售', '全职']),\n",
       "       list(['有外贸工作经验', '每周双休', '汽配外贸经验', '充电桩', '阿里巴巴，中国制造']),\n",
       "       list(['物料制作/安装', '焊接', '灯箱制作安装', '发光字制作安装']),\n",
       "       list(['系统运维', '安全运维', '虚拟化运维', '机房运维', 'Linux', 'Python', 'Shell', '服务器配置']),\n",
       "       list(['代理记账公司', '外账', '财会服务', '财税']), list(['PMP', '系统集成项目管理工程师']),\n",
       "       list(['图书', '教育类', '初中高中教辅资料', '语文教辅资料编辑', '语文老师']),\n",
       "       list(['二级建造师', '一级建造师', '施工员证', '住宅地产', '别墅地产', '旧改项目', '综合体', '高层建筑']),\n",
       "       list(['线上活动', '活动创意策划', '活动数据分析']),\n",
       "       list(['跨境电商', '产品开发', 'C端产品', '家具']),\n",
       "       list(['快手', '抖音', '虎牙', '娱乐才艺']),\n",
       "       list(['5年以上', '包住', '每月2-3天休息', '川菜', '主厨', '包吃', '粤菜', '加班费', '湘菜', '中餐', '配菜打荷', '烧烤/大排档']),\n",
       "       list(['培训机构', '线下教育', '大学/大专生', '成人/通用', '成人教育', '高数', '数学']),\n",
       "       list(['亚马逊', '平台品类运营', 'B2C跨境电商', '平台整体运营', '阿里国际站运营', '电子商务专业', '销售运营', '自有电商平台', '跨境电商', '大型B2B/B2C网站经验', 'B2B跨境电商', '电商店铺运营', 'B2C', '数据分析能力', 'B端数据运营', 'M2C', '电商运营']),\n",
       "       list(['CAD']),\n",
       "       list(['英语可作为工作语言', '熟悉阿里巴巴平台', '有海外销售经验', '网络销售', '企业客户', '外贸', '外贸专员', '外贸销售']),\n",
       "       list(['电气相关专业', '汽车设计专业', '车辆工程专业']), list(['进出库验收', '年终奖']),\n",
       "       list(['金融', '房地产', '市场战略规划', '品牌合作', '客户开发', '跨界营销经验', '销售工作经验', '数据分析经验', '市场营销/广告相关专业']),\n",
       "       list(['短视频']),\n",
       "       list(['售后文员', '行政专员', '仓库文员', '经理助理', '数据处理', '会计', '文员', '后勤专员']),\n",
       "       list(['合同审查', '诉讼', '合规风控', '互联网', '游戏', '动漫', '项目申报', '文化传媒']),\n",
       "       list(['抖音', '普通话流利', '大码女装', '女装直播', '性格活泼', '沟通能力强', '抖音直播', '大码女孩']),\n",
       "       list(['需求分析工程师', '需求分析评估', '产品设计', '产品验收', '产品内部评审', '需求采集']),\n",
       "       list(['早点/小吃', '无经验', '1-3年']),\n",
       "       list(['业务导向', '智能驾驶', 'C/C++', '计算机相关专业', '机器学习算法/工程化经验']),\n",
       "       list(['地推团队', '15人（含）以上', '个人（To C）', '较多外勤', '快消/零售产品推广经验', '软件推广经验', '销售工作经验', '商务谈判能力', '市场分析判断能力', '营销能力', 'O2O', '互联网/科技', '批发/零售']),\n",
       "       list(['工程师', '信息技术', '教育', '服务', '应届生']), list(['运维管理']),\n",
       "       list(['智能硬件产品', '产品规划']),\n",
       "       list(['销售经理', '销售专员', '初级销售', '课程销售', '全职']),\n",
       "       list(['有外贸工作经验', '每周双休', '汽配外贸经验', '充电桩', '阿里巴巴，中国制造']),\n",
       "       list(['物料制作/安装', '焊接', '灯箱制作安装', '发光字制作安装']),\n",
       "       list(['系统运维', '安全运维', '虚拟化运维', '机房运维', 'Linux', 'Python', 'Shell', '服务器配置']),\n",
       "       list(['代理记账公司', '外账', '财会服务', '财税']), list(['PMP', '系统集成项目管理工程师']),\n",
       "       list(['图书', '教育类', '初中高中教辅资料', '语文教辅资料编辑', '语文老师']),\n",
       "       list(['二级建造师', '一级建造师', '施工员证', '住宅地产', '别墅地产', '旧改项目', '综合体', '高层建筑']),\n",
       "       list(['线上活动', '活动创意策划', '活动数据分析']),\n",
       "       list(['跨境电商', '产品开发', 'C端产品', '家具']),\n",
       "       list(['快手', '抖音', '虎牙', '娱乐才艺']),\n",
       "       list(['5年以上', '包住', '每月2-3天休息', '川菜', '主厨', '包吃', '粤菜', '加班费', '湘菜', '中餐', '配菜打荷', '烧烤/大排档']),\n",
       "       list(['培训机构', '线下教育', '大学/大专生', '成人/通用', '成人教育', '高数', '数学']),\n",
       "       list(['亚马逊', '平台品类运营', 'B2C跨境电商', '平台整体运营', '阿里国际站运营', '电子商务专业', '销售运营', '自有电商平台', '跨境电商', '大型B2B/B2C网站经验', 'B2B跨境电商', '电商店铺运营', 'B2C', '数据分析能力', 'B端数据运营', 'M2C', '电商运营']),\n",
       "       list(['CAD']),\n",
       "       list(['英语可作为工作语言', '熟悉阿里巴巴平台', '有海外销售经验', '网络销售', '企业客户', '外贸', '外贸专员', '外贸销售']),\n",
       "       list(['电气相关专业', '汽车设计专业', '车辆工程专业']), list(['进出库验收', '年终奖']),\n",
       "       list(['金融', '房地产', '市场战略规划', '品牌合作', '客户开发', '跨界营销经验', '销售工作经验', '数据分析经验', '市场营销/广告相关专业']),\n",
       "       list(['短视频']),\n",
       "       list(['售后文员', '行政专员', '仓库文员', '经理助理', '数据处理', '会计', '文员', '后勤专员']),\n",
       "       list(['合同审查', '诉讼', '合规风控', '互联网', '游戏', '动漫', '项目申报', '文化传媒']),\n",
       "       list(['抖音', '普通话流利', '大码女装', '女装直播', '性格活泼', '沟通能力强', '抖音直播', '大码女孩']),\n",
       "       list(['需求分析工程师', '需求分析评估', '产品设计', '产品验收', '产品内部评审', '需求采集']),\n",
       "       list(['早点/小吃', '无经验', '1-3年']),\n",
       "       list(['业务导向', '智能驾驶', 'C/C++', '计算机相关专业', '机器学习算法/工程化经验']),\n",
       "       list(['地推团队', '15人（含）以上', '个人（To C）', '较多外勤', '快消/零售产品推广经验', '软件推广经验', '销售工作经验', '商务谈判能力', '市场分析判断能力', '营销能力', 'O2O', '互联网/科技', '批发/零售']),\n",
       "       list(['工程师', '信息技术', '教育', '服务', '应届生']), list(['运维管理']),\n",
       "       list(['智能硬件产品', '产品规划']),\n",
       "       list(['销售经理', '销售专员', '初级销售', '课程销售', '全职']),\n",
       "       list(['有外贸工作经验', '每周双休', '汽配外贸经验', '充电桩', '阿里巴巴，中国制造']),\n",
       "       list(['物料制作/安装', '焊接', '灯箱制作安装', '发光字制作安装']),\n",
       "       list(['系统运维', '安全运维', '虚拟化运维', '机房运维', 'Linux', 'Python', 'Shell', '服务器配置']),\n",
       "       list(['代理记账公司', '外账', '财会服务', '财税']), list(['PMP', '系统集成项目管理工程师']),\n",
       "       list(['图书', '教育类', '初中高中教辅资料', '语文教辅资料编辑', '语文老师']),\n",
       "       list(['二级建造师', '一级建造师', '施工员证', '住宅地产', '别墅地产', '旧改项目', '综合体', '高层建筑']),\n",
       "       list(['线上活动', '活动创意策划', '活动数据分析']),\n",
       "       list(['跨境电商', '产品开发', 'C端产品', '家具']),\n",
       "       list(['快手', '抖音', '虎牙', '娱乐才艺']),\n",
       "       list(['5年以上', '包住', '每月2-3天休息', '川菜', '主厨', '包吃', '粤菜', '加班费', '湘菜', '中餐', '配菜打荷', '烧烤/大排档']),\n",
       "       list(['培训机构', '线下教育', '大学/大专生', '成人/通用', '成人教育', '高数', '数学']),\n",
       "       list(['亚马逊', '平台品类运营', 'B2C跨境电商', '平台整体运营', '阿里国际站运营', '电子商务专业', '销售运营', '自有电商平台', '跨境电商', '大型B2B/B2C网站经验', 'B2B跨境电商', '电商店铺运营', 'B2C', '数据分析能力', 'B端数据运营', 'M2C', '电商运营']),\n",
       "       list(['CAD']),\n",
       "       list(['英语可作为工作语言', '熟悉阿里巴巴平台', '有海外销售经验', '网络销售', '企业客户', '外贸', '外贸专员', '外贸销售']),\n",
       "       list(['电气相关专业', '汽车设计专业', '车辆工程专业']), list(['进出库验收', '年终奖']),\n",
       "       list(['金融', '房地产', '市场战略规划', '品牌合作', '客户开发', '跨界营销经验', '销售工作经验', '数据分析经验', '市场营销/广告相关专业']),\n",
       "       list(['短视频']),\n",
       "       list(['售后文员', '行政专员', '仓库文员', '经理助理', '数据处理', '会计', '文员', '后勤专员']),\n",
       "       list(['合同审查', '诉讼', '合规风控', '互联网', '游戏', '动漫', '项目申报', '文化传媒']),\n",
       "       list(['抖音', '普通话流利', '大码女装', '女装直播', '性格活泼', '沟通能力强', '抖音直播', '大码女孩']),\n",
       "       list(['需求分析工程师', '需求分析评估', '产品设计', '产品验收', '产品内部评审', '需求采集']),\n",
       "       list(['早点/小吃', '无经验', '1-3年']),\n",
       "       list(['业务导向', '智能驾驶', 'C/C++', '计算机相关专业', '机器学习算法/工程化经验']),\n",
       "       list(['地推团队', '15人（含）以上', '个人（To C）', '较多外勤', '快消/零售产品推广经验', '软件推广经验', '销售工作经验', '商务谈判能力', '市场分析判断能力', '营销能力', 'O2O', '互联网/科技', '批发/零售']),\n",
       "       list(['工程师', '信息技术', '教育', '服务', '应届生']), list(['运维管理']),\n",
       "       list(['智能硬件产品', '产品规划']),\n",
       "       list(['销售经理', '销售专员', '初级销售', '课程销售', '全职']),\n",
       "       list(['有外贸工作经验', '每周双休', '汽配外贸经验', '充电桩', '阿里巴巴，中国制造']),\n",
       "       list(['物料制作/安装', '焊接', '灯箱制作安装', '发光字制作安装']),\n",
       "       list(['系统运维', '安全运维', '虚拟化运维', '机房运维', 'Linux', 'Python', 'Shell', '服务器配置']),\n",
       "       list(['代理记账公司', '外账', '财会服务', '财税']), list(['PMP', '系统集成项目管理工程师']),\n",
       "       list(['图书', '教育类', '初中高中教辅资料', '语文教辅资料编辑', '语文老师']),\n",
       "       list(['二级建造师', '一级建造师', '施工员证', '住宅地产', '别墅地产', '旧改项目', '综合体', '高层建筑']),\n",
       "       list(['线上活动', '活动创意策划', '活动数据分析']),\n",
       "       list(['跨境电商', '产品开发', 'C端产品', '家具']),\n",
       "       list(['快手', '抖音', '虎牙', '娱乐才艺']),\n",
       "       list(['5年以上', '包住', '每月2-3天休息', '川菜', '主厨', '包吃', '粤菜', '加班费', '湘菜', '中餐', '配菜打荷', '烧烤/大排档']),\n",
       "       list(['培训机构', '线下教育', '大学/大专生', '成人/通用', '成人教育', '高数', '数学']),\n",
       "       list(['亚马逊', '平台品类运营', 'B2C跨境电商', '平台整体运营', '阿里国际站运营', '电子商务专业', '销售运营', '自有电商平台', '跨境电商', '大型B2B/B2C网站经验', 'B2B跨境电商', '电商店铺运营', 'B2C', '数据分析能力', 'B端数据运营', 'M2C', '电商运营']),\n",
       "       list(['CAD']),\n",
       "       list(['英语可作为工作语言', '熟悉阿里巴巴平台', '有海外销售经验', '网络销售', '企业客户', '外贸', '外贸专员', '外贸销售']),\n",
       "       list(['电气相关专业', '汽车设计专业', '车辆工程专业']), list(['进出库验收', '年终奖']),\n",
       "       list(['金融', '房地产', '市场战略规划', '品牌合作', '客户开发', '跨界营销经验', '销售工作经验', '数据分析经验', '市场营销/广告相关专业']),\n",
       "       list(['短视频']),\n",
       "       list(['售后文员', '行政专员', '仓库文员', '经理助理', '数据处理', '会计', '文员', '后勤专员']),\n",
       "       list(['合同审查', '诉讼', '合规风控', '互联网', '游戏', '动漫', '项目申报', '文化传媒']),\n",
       "       list(['抖音', '普通话流利', '大码女装', '女装直播', '性格活泼', '沟通能力强', '抖音直播', '大码女孩']),\n",
       "       list(['需求分析工程师', '需求分析评估', '产品设计', '产品验收', '产品内部评审', '需求采集']),\n",
       "       list(['早点/小吃', '无经验', '1-3年']),\n",
       "       list(['业务导向', '智能驾驶', 'C/C++', '计算机相关专业', '机器学习算法/工程化经验']),\n",
       "       list(['地推团队', '15人（含）以上', '个人（To C）', '较多外勤', '快消/零售产品推广经验', '软件推广经验', '销售工作经验', '商务谈判能力', '市场分析判断能力', '营销能力', 'O2O', '互联网/科技', '批发/零售']),\n",
       "       list(['工程师', '信息技术', '教育', '服务', '应届生']), list(['运维管理']),\n",
       "       list(['智能硬件产品', '产品规划']),\n",
       "       list(['销售经理', '销售专员', '初级销售', '课程销售', '全职']),\n",
       "       list(['有外贸工作经验', '每周双休', '汽配外贸经验', '充电桩', '阿里巴巴，中国制造']),\n",
       "       list(['物料制作/安装', '焊接', '灯箱制作安装', '发光字制作安装']),\n",
       "       list(['系统运维', '安全运维', '虚拟化运维', '机房运维', 'Linux', 'Python', 'Shell', '服务器配置']),\n",
       "       list(['代理记账公司', '外账', '财会服务', '财税']), list(['PMP', '系统集成项目管理工程师']),\n",
       "       list(['图书', '教育类', '初中高中教辅资料', '语文教辅资料编辑', '语文老师']),\n",
       "       list(['二级建造师', '一级建造师', '施工员证', '住宅地产', '别墅地产', '旧改项目', '综合体', '高层建筑']),\n",
       "       list(['线上活动', '活动创意策划', '活动数据分析']),\n",
       "       list(['跨境电商', '产品开发', 'C端产品', '家具']),\n",
       "       list(['快手', '抖音', '虎牙', '娱乐才艺']),\n",
       "       list(['5年以上', '包住', '每月2-3天休息', '川菜', '主厨', '包吃', '粤菜', '加班费', '湘菜', '中餐', '配菜打荷', '烧烤/大排档']),\n",
       "       list(['培训机构', '线下教育', '大学/大专生', '成人/通用', '成人教育', '高数', '数学']),\n",
       "       list(['亚马逊', '平台品类运营', 'B2C跨境电商', '平台整体运营', '阿里国际站运营', '电子商务专业', '销售运营', '自有电商平台', '跨境电商', '大型B2B/B2C网站经验', 'B2B跨境电商', '电商店铺运营', 'B2C', '数据分析能力', 'B端数据运营', 'M2C', '电商运营']),\n",
       "       list(['CAD']),\n",
       "       list(['英语可作为工作语言', '熟悉阿里巴巴平台', '有海外销售经验', '网络销售', '企业客户', '外贸', '外贸专员', '外贸销售']),\n",
       "       list(['电气相关专业', '汽车设计专业', '车辆工程专业']), list(['进出库验收', '年终奖']),\n",
       "       list(['金融', '房地产', '市场战略规划', '品牌合作', '客户开发', '跨界营销经验', '销售工作经验', '数据分析经验', '市场营销/广告相关专业']),\n",
       "       list(['短视频']),\n",
       "       list(['售后文员', '行政专员', '仓库文员', '经理助理', '数据处理', '会计', '文员', '后勤专员']),\n",
       "       list(['合同审查', '诉讼', '合规风控', '互联网', '游戏', '动漫', '项目申报', '文化传媒']),\n",
       "       list(['抖音', '普通话流利', '大码女装', '女装直播', '性格活泼', '沟通能力强', '抖音直播', '大码女孩']),\n",
       "       list(['需求分析工程师', '需求分析评估', '产品设计', '产品验收', '产品内部评审', '需求采集']),\n",
       "       list(['早点/小吃', '无经验', '1-3年']),\n",
       "       list(['业务导向', '智能驾驶', 'C/C++', '计算机相关专业', '机器学习算法/工程化经验']),\n",
       "       list(['地推团队', '15人（含）以上', '个人（To C）', '较多外勤', '快消/零售产品推广经验', '软件推广经验', '销售工作经验', '商务谈判能力', '市场分析判断能力', '营销能力', 'O2O', '互联网/科技', '批发/零售']),\n",
       "       list(['工程师', '信息技术', '教育', '服务', '应届生']), list(['运维管理']),\n",
       "       list(['智能硬件产品', '产品规划']),\n",
       "       list(['销售经理', '销售专员', '初级销售', '课程销售', '全职']),\n",
       "       list(['有外贸工作经验', '每周双休', '汽配外贸经验', '充电桩', '阿里巴巴，中国制造']),\n",
       "       list(['物料制作/安装', '焊接', '灯箱制作安装', '发光字制作安装']),\n",
       "       list(['系统运维', '安全运维', '虚拟化运维', '机房运维', 'Linux', 'Python', 'Shell', '服务器配置']),\n",
       "       list(['代理记账公司', '外账', '财会服务', '财税']), list(['PMP', '系统集成项目管理工程师']),\n",
       "       list(['图书', '教育类', '初中高中教辅资料', '语文教辅资料编辑', '语文老师']),\n",
       "       list(['二级建造师', '一级建造师', '施工员证', '住宅地产', '别墅地产', '旧改项目', '综合体', '高层建筑']),\n",
       "       list(['线上活动', '活动创意策划', '活动数据分析']),\n",
       "       list(['跨境电商', '产品开发', 'C端产品', '家具']),\n",
       "       list(['快手', '抖音', '虎牙', '娱乐才艺']),\n",
       "       list(['5年以上', '包住', '每月2-3天休息', '川菜', '主厨', '包吃', '粤菜', '加班费', '湘菜', '中餐', '配菜打荷', '烧烤/大排档']),\n",
       "       list(['培训机构', '线下教育', '大学/大专生', '成人/通用', '成人教育', '高数', '数学']),\n",
       "       list(['亚马逊', '平台品类运营', 'B2C跨境电商', '平台整体运营', '阿里国际站运营', '电子商务专业', '销售运营', '自有电商平台', '跨境电商', '大型B2B/B2C网站经验', 'B2B跨境电商', '电商店铺运营', 'B2C', '数据分析能力', 'B端数据运营', 'M2C', '电商运营']),\n",
       "       list(['CAD']),\n",
       "       list(['英语可作为工作语言', '熟悉阿里巴巴平台', '有海外销售经验', '网络销售', '企业客户', '外贸', '外贸专员', '外贸销售']),\n",
       "       list(['电气相关专业', '汽车设计专业', '车辆工程专业']), list(['进出库验收', '年终奖']),\n",
       "       list(['金融', '房地产', '市场战略规划', '品牌合作', '客户开发', '跨界营销经验', '销售工作经验', '数据分析经验', '市场营销/广告相关专业']),\n",
       "       list(['短视频']),\n",
       "       list(['售后文员', '行政专员', '仓库文员', '经理助理', '数据处理', '会计', '文员', '后勤专员']),\n",
       "       list(['合同审查', '诉讼', '合规风控', '互联网', '游戏', '动漫', '项目申报', '文化传媒']),\n",
       "       list(['抖音', '普通话流利', '大码女装', '女装直播', '性格活泼', '沟通能力强', '抖音直播', '大码女孩']),\n",
       "       list(['需求分析工程师', '需求分析评估', '产品设计', '产品验收', '产品内部评审', '需求采集']),\n",
       "       list(['早点/小吃', '无经验', '1-3年']),\n",
       "       list(['业务导向', '智能驾驶', 'C/C++', '计算机相关专业', '机器学习算法/工程化经验']),\n",
       "       list(['地推团队', '15人（含）以上', '个人（To C）', '较多外勤', '快消/零售产品推广经验', '软件推广经验', '销售工作经验', '商务谈判能力', '市场分析判断能力', '营销能力', 'O2O', '互联网/科技', '批发/零售']),\n",
       "       list(['工程师', '信息技术', '教育', '服务', '应届生']), list(['运维管理']),\n",
       "       list(['智能硬件产品', '产品规划']),\n",
       "       list(['销售经理', '销售专员', '初级销售', '课程销售', '全职']),\n",
       "       list(['有外贸工作经验', '每周双休', '汽配外贸经验', '充电桩', '阿里巴巴，中国制造']),\n",
       "       list(['物料制作/安装', '焊接', '灯箱制作安装', '发光字制作安装']),\n",
       "       list(['系统运维', '安全运维', '虚拟化运维', '机房运维', 'Linux', 'Python', 'Shell', '服务器配置']),\n",
       "       list(['代理记账公司', '外账', '财会服务', '财税']), list(['PMP', '系统集成项目管理工程师']),\n",
       "       list(['图书', '教育类', '初中高中教辅资料', '语文教辅资料编辑', '语文老师']),\n",
       "       list(['二级建造师', '一级建造师', '施工员证', '住宅地产', '别墅地产', '旧改项目', '综合体', '高层建筑']),\n",
       "       list(['线上活动', '活动创意策划', '活动数据分析']),\n",
       "       list(['跨境电商', '产品开发', 'C端产品', '家具']),\n",
       "       list(['快手', '抖音', '虎牙', '娱乐才艺']),\n",
       "       list(['5年以上', '包住', '每月2-3天休息', '川菜', '主厨', '包吃', '粤菜', '加班费', '湘菜', '中餐', '配菜打荷', '烧烤/大排档']),\n",
       "       list(['培训机构', '线下教育', '大学/大专生', '成人/通用', '成人教育', '高数', '数学']),\n",
       "       list(['亚马逊', '平台品类运营', 'B2C跨境电商', '平台整体运营', '阿里国际站运营', '电子商务专业', '销售运营', '自有电商平台', '跨境电商', '大型B2B/B2C网站经验', 'B2B跨境电商', '电商店铺运营', 'B2C', '数据分析能力', 'B端数据运营', 'M2C', '电商运营']),\n",
       "       list(['CAD']),\n",
       "       list(['英语可作为工作语言', '熟悉阿里巴巴平台', '有海外销售经验', '网络销售', '企业客户', '外贸', '外贸专员', '外贸销售']),\n",
       "       list(['电气相关专业', '汽车设计专业', '车辆工程专业']), list(['进出库验收', '年终奖']),\n",
       "       list(['金融', '房地产', '市场战略规划', '品牌合作', '客户开发', '跨界营销经验', '销售工作经验', '数据分析经验', '市场营销/广告相关专业']),\n",
       "       list(['短视频']),\n",
       "       list(['售后文员', '行政专员', '仓库文员', '经理助理', '数据处理', '会计', '文员', '后勤专员']),\n",
       "       list(['合同审查', '诉讼', '合规风控', '互联网', '游戏', '动漫', '项目申报', '文化传媒']),\n",
       "       list(['抖音', '普通话流利', '大码女装', '女装直播', '性格活泼', '沟通能力强', '抖音直播', '大码女孩']),\n",
       "       list(['需求分析工程师', '需求分析评估', '产品设计', '产品验收', '产品内部评审', '需求采集']),\n",
       "       list(['早点/小吃', '无经验', '1-3年']),\n",
       "       list(['业务导向', '智能驾驶', 'C/C++', '计算机相关专业', '机器学习算法/工程化经验']),\n",
       "       list(['地推团队', '15人（含）以上', '个人（To C）', '较多外勤', '快消/零售产品推广经验', '软件推广经验', '销售工作经验', '商务谈判能力', '市场分析判断能力', '营销能力', 'O2O', '互联网/科技', '批发/零售']),\n",
       "       list(['工程师', '信息技术', '教育', '服务', '应届生']), list(['运维管理']),\n",
       "       list(['智能硬件产品', '产品规划']),\n",
       "       list(['销售经理', '销售专员', '初级销售', '课程销售', '全职']),\n",
       "       list(['有外贸工作经验', '每周双休', '汽配外贸经验', '充电桩', '阿里巴巴，中国制造']),\n",
       "       list(['物料制作/安装', '焊接', '灯箱制作安装', '发光字制作安装']),\n",
       "       list(['系统运维', '安全运维', '虚拟化运维', '机房运维', 'Linux', 'Python', 'Shell', '服务器配置']),\n",
       "       list(['代理记账公司', '外账', '财会服务', '财税']), list(['PMP', '系统集成项目管理工程师']),\n",
       "       list(['图书', '教育类', '初中高中教辅资料', '语文教辅资料编辑', '语文老师']),\n",
       "       list(['二级建造师', '一级建造师', '施工员证', '住宅地产', '别墅地产', '旧改项目', '综合体', '高层建筑']),\n",
       "       list(['线上活动', '活动创意策划', '活动数据分析']),\n",
       "       list(['跨境电商', '产品开发', 'C端产品', '家具']),\n",
       "       list(['快手', '抖音', '虎牙', '娱乐才艺']),\n",
       "       list(['5年以上', '包住', '每月2-3天休息', '川菜', '主厨', '包吃', '粤菜', '加班费', '湘菜', '中餐', '配菜打荷', '烧烤/大排档']),\n",
       "       list(['培训机构', '线下教育', '大学/大专生', '成人/通用', '成人教育', '高数', '数学']),\n",
       "       list(['亚马逊', '平台品类运营', 'B2C跨境电商', '平台整体运营', '阿里国际站运营', '电子商务专业', '销售运营', '自有电商平台', '跨境电商', '大型B2B/B2C网站经验', 'B2B跨境电商', '电商店铺运营', 'B2C', '数据分析能力', 'B端数据运营', 'M2C', '电商运营']),\n",
       "       list(['CAD']),\n",
       "       list(['英语可作为工作语言', '熟悉阿里巴巴平台', '有海外销售经验', '网络销售', '企业客户', '外贸', '外贸专员', '外贸销售']),\n",
       "       list(['电气相关专业', '汽车设计专业', '车辆工程专业']), list(['进出库验收', '年终奖']),\n",
       "       list(['金融', '房地产', '市场战略规划', '品牌合作', '客户开发', '跨界营销经验', '销售工作经验', '数据分析经验', '市场营销/广告相关专业']),\n",
       "       list(['短视频']),\n",
       "       list(['售后文员', '行政专员', '仓库文员', '经理助理', '数据处理', '会计', '文员', '后勤专员']),\n",
       "       list(['合同审查', '诉讼', '合规风控', '互联网', '游戏', '动漫', '项目申报', '文化传媒']),\n",
       "       list(['抖音', '普通话流利', '大码女装', '女装直播', '性格活泼', '沟通能力强', '抖音直播', '大码女孩']),\n",
       "       list(['需求分析工程师', '需求分析评估', '产品设计', '产品验收', '产品内部评审', '需求采集']),\n",
       "       list(['早点/小吃', '无经验', '1-3年']),\n",
       "       list(['业务导向', '智能驾驶', 'C/C++', '计算机相关专业', '机器学习算法/工程化经验']),\n",
       "       list(['地推团队', '15人（含）以上', '个人（To C）', '较多外勤', '快消/零售产品推广经验', '软件推广经验', '销售工作经验', '商务谈判能力', '市场分析判断能力', '营销能力', 'O2O', '互联网/科技', '批发/零售']),\n",
       "       list(['工程师', '信息技术', '教育', '服务', '应届生']), list(['运维管理']),\n",
       "       list(['智能硬件产品', '产品规划']),\n",
       "       list(['销售经理', '销售专员', '初级销售', '课程销售', '全职']),\n",
       "       list(['有外贸工作经验', '每周双休', '汽配外贸经验', '充电桩', '阿里巴巴，中国制造']),\n",
       "       list(['物料制作/安装', '焊接', '灯箱制作安装', '发光字制作安装']),\n",
       "       list(['系统运维', '安全运维', '虚拟化运维', '机房运维', 'Linux', 'Python', 'Shell', '服务器配置']),\n",
       "       list(['代理记账公司', '外账', '财会服务', '财税']), list(['PMP', '系统集成项目管理工程师']),\n",
       "       list(['图书', '教育类', '初中高中教辅资料', '语文教辅资料编辑', '语文老师']),\n",
       "       list(['二级建造师', '一级建造师', '施工员证', '住宅地产', '别墅地产', '旧改项目', '综合体', '高层建筑']),\n",
       "       list(['线上活动', '活动创意策划', '活动数据分析']),\n",
       "       list(['跨境电商', '产品开发', 'C端产品', '家具']),\n",
       "       list(['快手', '抖音', '虎牙', '娱乐才艺']),\n",
       "       list(['5年以上', '包住', '每月2-3天休息', '川菜', '主厨', '包吃', '粤菜', '加班费', '湘菜', '中餐', '配菜打荷', '烧烤/大排档']),\n",
       "       list(['培训机构', '线下教育', '大学/大专生', '成人/通用', '成人教育', '高数', '数学']),\n",
       "       list(['亚马逊', '平台品类运营', 'B2C跨境电商', '平台整体运营', '阿里国际站运营', '电子商务专业', '销售运营', '自有电商平台', '跨境电商', '大型B2B/B2C网站经验', 'B2B跨境电商', '电商店铺运营', 'B2C', '数据分析能力', 'B端数据运营', 'M2C', '电商运营']),\n",
       "       list(['CAD']),\n",
       "       list(['英语可作为工作语言', '熟悉阿里巴巴平台', '有海外销售经验', '网络销售', '企业客户', '外贸', '外贸专员', '外贸销售']),\n",
       "       list(['电气相关专业', '汽车设计专业', '车辆工程专业']), list(['进出库验收', '年终奖']),\n",
       "       list(['金融', '房地产', '市场战略规划', '品牌合作', '客户开发', '跨界营销经验', '销售工作经验', '数据分析经验', '市场营销/广告相关专业']),\n",
       "       list(['短视频']),\n",
       "       list(['售后文员', '行政专员', '仓库文员', '经理助理', '数据处理', '会计', '文员', '后勤专员']),\n",
       "       list(['合同审查', '诉讼', '合规风控', '互联网', '游戏', '动漫', '项目申报', '文化传媒']),\n",
       "       list(['抖音', '普通话流利', '大码女装', '女装直播', '性格活泼', '沟通能力强', '抖音直播', '大码女孩']),\n",
       "       list(['需求分析工程师', '需求分析评估', '产品设计', '产品验收', '产品内部评审', '需求采集']),\n",
       "       list(['早点/小吃', '无经验', '1-3年']),\n",
       "       list(['业务导向', '智能驾驶', 'C/C++', '计算机相关专业', '机器学习算法/工程化经验']),\n",
       "       list(['地推团队', '15人（含）以上', '个人（To C）', '较多外勤', '快消/零售产品推广经验', '软件推广经验', '销售工作经验', '商务谈判能力', '市场分析判断能力', '营销能力', 'O2O', '互联网/科技', '批发/零售']),\n",
       "       list(['工程师', '信息技术', '教育', '服务', '应届生']), list(['运维管理']),\n",
       "       list(['智能硬件产品', '产品规划']),\n",
       "       list(['销售经理', '销售专员', '初级销售', '课程销售', '全职']),\n",
       "       list(['有外贸工作经验', '每周双休', '汽配外贸经验', '充电桩', '阿里巴巴，中国制造']),\n",
       "       list(['物料制作/安装', '焊接', '灯箱制作安装', '发光字制作安装']),\n",
       "       list(['系统运维', '安全运维', '虚拟化运维', '机房运维', 'Linux', 'Python', 'Shell', '服务器配置']),\n",
       "       list(['代理记账公司', '外账', '财会服务', '财税']), list(['PMP', '系统集成项目管理工程师']),\n",
       "       list(['图书', '教育类', '初中高中教辅资料', '语文教辅资料编辑', '语文老师']),\n",
       "       list(['二级建造师', '一级建造师', '施工员证', '住宅地产', '别墅地产', '旧改项目', '综合体', '高层建筑']),\n",
       "       list(['线上活动', '活动创意策划', '活动数据分析']),\n",
       "       list(['跨境电商', '产品开发', 'C端产品', '家具']),\n",
       "       list(['快手', '抖音', '虎牙', '娱乐才艺']),\n",
       "       list(['5年以上', '包住', '每月2-3天休息', '川菜', '主厨', '包吃', '粤菜', '加班费', '湘菜', '中餐', '配菜打荷', '烧烤/大排档']),\n",
       "       list(['培训机构', '线下教育', '大学/大专生', '成人/通用', '成人教育', '高数', '数学']),\n",
       "       list(['亚马逊', '平台品类运营', 'B2C跨境电商', '平台整体运营', '阿里国际站运营', '电子商务专业', '销售运营', '自有电商平台', '跨境电商', '大型B2B/B2C网站经验', 'B2B跨境电商', '电商店铺运营', 'B2C', '数据分析能力', 'B端数据运营', 'M2C', '电商运营']),\n",
       "       list(['CAD']),\n",
       "       list(['英语可作为工作语言', '熟悉阿里巴巴平台', '有海外销售经验', '网络销售', '企业客户', '外贸', '外贸专员', '外贸销售']),\n",
       "       list(['电气相关专业', '汽车设计专业', '车辆工程专业']), list(['进出库验收', '年终奖']),\n",
       "       list(['金融', '房地产', '市场战略规划', '品牌合作', '客户开发', '跨界营销经验', '销售工作经验', '数据分析经验', '市场营销/广告相关专业']),\n",
       "       list(['短视频']),\n",
       "       list(['售后文员', '行政专员', '仓库文员', '经理助理', '数据处理', '会计', '文员', '后勤专员']),\n",
       "       list(['合同审查', '诉讼', '合规风控', '互联网', '游戏', '动漫', '项目申报', '文化传媒']),\n",
       "       list(['抖音', '普通话流利', '大码女装', '女装直播', '性格活泼', '沟通能力强', '抖音直播', '大码女孩']),\n",
       "       list(['需求分析工程师', '需求分析评估', '产品设计', '产品验收', '产品内部评审', '需求采集']),\n",
       "       list(['早点/小吃', '无经验', '1-3年']),\n",
       "       list(['业务导向', '智能驾驶', 'C/C++', '计算机相关专业', '机器学习算法/工程化经验']),\n",
       "       list(['地推团队', '15人（含）以上', '个人（To C）', '较多外勤', '快消/零售产品推广经验', '软件推广经验', '销售工作经验', '商务谈判能力', '市场分析判断能力', '营销能力', 'O2O', '互联网/科技', '批发/零售']),\n",
       "       list(['工程师', '信息技术', '教育', '服务', '应届生']), list(['运维管理']),\n",
       "       list(['智能硬件产品', '产品规划']),\n",
       "       list(['销售经理', '销售专员', '初级销售', '课程销售', '全职']),\n",
       "       list(['有外贸工作经验', '每周双休', '汽配外贸经验', '充电桩', '阿里巴巴，中国制造']),\n",
       "       list(['物料制作/安装', '焊接', '灯箱制作安装', '发光字制作安装']),\n",
       "       list(['系统运维', '安全运维', '虚拟化运维', '机房运维', 'Linux', 'Python', 'Shell', '服务器配置']),\n",
       "       list(['代理记账公司', '外账', '财会服务', '财税']), list(['PMP', '系统集成项目管理工程师']),\n",
       "       list(['图书', '教育类', '初中高中教辅资料', '语文教辅资料编辑', '语文老师']),\n",
       "       list(['二级建造师', '一级建造师', '施工员证', '住宅地产', '别墅地产', '旧改项目', '综合体', '高层建筑']),\n",
       "       list(['线上活动', '活动创意策划', '活动数据分析']),\n",
       "       list(['跨境电商', '产品开发', 'C端产品', '家具']),\n",
       "       list(['快手', '抖音', '虎牙', '娱乐才艺']),\n",
       "       list(['5年以上', '包住', '每月2-3天休息', '川菜', '主厨', '包吃', '粤菜', '加班费', '湘菜', '中餐', '配菜打荷', '烧烤/大排档']),\n",
       "       list(['培训机构', '线下教育', '大学/大专生', '成人/通用', '成人教育', '高数', '数学']),\n",
       "       list(['亚马逊', '平台品类运营', 'B2C跨境电商', '平台整体运营', '阿里国际站运营', '电子商务专业', '销售运营', '自有电商平台', '跨境电商', '大型B2B/B2C网站经验', 'B2B跨境电商', '电商店铺运营', 'B2C', '数据分析能力', 'B端数据运营', 'M2C', '电商运营']),\n",
       "       list(['CAD']),\n",
       "       list(['英语可作为工作语言', '熟悉阿里巴巴平台', '有海外销售经验', '网络销售', '企业客户', '外贸', '外贸专员', '外贸销售']),\n",
       "       list(['电气相关专业', '汽车设计专业', '车辆工程专业']), list(['进出库验收', '年终奖']),\n",
       "       list(['金融', '房地产', '市场战略规划', '品牌合作', '客户开发', '跨界营销经验', '销售工作经验', '数据分析经验', '市场营销/广告相关专业']),\n",
       "       list(['短视频']),\n",
       "       list(['售后文员', '行政专员', '仓库文员', '经理助理', '数据处理', '会计', '文员', '后勤专员']),\n",
       "       list(['合同审查', '诉讼', '合规风控', '互联网', '游戏', '动漫', '项目申报', '文化传媒']),\n",
       "       list(['抖音', '普通话流利', '大码女装', '女装直播', '性格活泼', '沟通能力强', '抖音直播', '大码女孩']),\n",
       "       list(['需求分析工程师', '需求分析评估', '产品设计', '产品验收', '产品内部评审', '需求采集']),\n",
       "       list(['早点/小吃', '无经验', '1-3年']),\n",
       "       list(['业务导向', '智能驾驶', 'C/C++', '计算机相关专业', '机器学习算法/工程化经验']),\n",
       "       list(['地推团队', '15人（含）以上', '个人（To C）', '较多外勤', '快消/零售产品推广经验', '软件推广经验', '销售工作经验', '商务谈判能力', '市场分析判断能力', '营销能力', 'O2O', '互联网/科技', '批发/零售']),\n",
       "       list(['工程师', '信息技术', '教育', '服务', '应届生']), list(['运维管理']),\n",
       "       list(['智能硬件产品', '产品规划']),\n",
       "       list(['销售经理', '销售专员', '初级销售', '课程销售', '全职']),\n",
       "       list(['有外贸工作经验', '每周双休', '汽配外贸经验', '充电桩', '阿里巴巴，中国制造']),\n",
       "       list(['物料制作/安装', '焊接', '灯箱制作安装', '发光字制作安装']),\n",
       "       list(['系统运维', '安全运维', '虚拟化运维', '机房运维', 'Linux', 'Python', 'Shell', '服务器配置']),\n",
       "       list(['代理记账公司', '外账', '财会服务', '财税']), list(['PMP', '系统集成项目管理工程师']),\n",
       "       list(['图书', '教育类', '初中高中教辅资料', '语文教辅资料编辑', '语文老师']),\n",
       "       list(['二级建造师', '一级建造师', '施工员证', '住宅地产', '别墅地产', '旧改项目', '综合体', '高层建筑'])],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_key['skills'].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "b1a03694",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['线上活动',\n",
       " '活动创意策划',\n",
       " '活动数据分析',\n",
       " '跨境电商',\n",
       " '产品开发',\n",
       " 'C端产品',\n",
       " '家具',\n",
       " '快手',\n",
       " '抖音',\n",
       " '虎牙',\n",
       " '娱乐才艺',\n",
       " '5年以上',\n",
       " '包住',\n",
       " '每月2-3天休息',\n",
       " '川菜',\n",
       " '主厨',\n",
       " '包吃',\n",
       " '粤菜',\n",
       " '加班费',\n",
       " '湘菜',\n",
       " '中餐',\n",
       " '配菜打荷',\n",
       " '烧烤/大排档',\n",
       " '培训机构',\n",
       " '线下教育',\n",
       " '大学/大专生',\n",
       " '成人/通用',\n",
       " '成人教育',\n",
       " '高数',\n",
       " '数学',\n",
       " '亚马逊',\n",
       " '平台品类运营',\n",
       " 'B2C跨境电商',\n",
       " '平台整体运营',\n",
       " '阿里国际站运营',\n",
       " '电子商务专业',\n",
       " '销售运营',\n",
       " '自有电商平台',\n",
       " '跨境电商',\n",
       " '大型B2B/B2C网站经验',\n",
       " 'B2B跨境电商',\n",
       " '电商店铺运营',\n",
       " 'B2C',\n",
       " '数据分析能力',\n",
       " 'B端数据运营',\n",
       " 'M2C',\n",
       " '电商运营',\n",
       " 'CAD',\n",
       " '英语可作为工作语言',\n",
       " '熟悉阿里巴巴平台',\n",
       " '有海外销售经验',\n",
       " '网络销售',\n",
       " '企业客户',\n",
       " '外贸',\n",
       " '外贸专员',\n",
       " '外贸销售',\n",
       " '电气相关专业',\n",
       " '汽车设计专业',\n",
       " '车辆工程专业',\n",
       " '进出库验收',\n",
       " '年终奖',\n",
       " '金融',\n",
       " '房地产',\n",
       " '市场战略规划',\n",
       " '品牌合作',\n",
       " '客户开发',\n",
       " '跨界营销经验',\n",
       " '销售工作经验',\n",
       " '数据分析经验',\n",
       " '市场营销/广告相关专业',\n",
       " '短视频',\n",
       " '售后文员',\n",
       " '行政专员',\n",
       " '仓库文员',\n",
       " '经理助理',\n",
       " '数据处理',\n",
       " '会计',\n",
       " '文员',\n",
       " '后勤专员',\n",
       " '合同审查',\n",
       " '诉讼',\n",
       " '合规风控',\n",
       " '互联网',\n",
       " '游戏',\n",
       " '动漫',\n",
       " '项目申报',\n",
       " '文化传媒',\n",
       " '抖音',\n",
       " '普通话流利',\n",
       " '大码女装',\n",
       " '女装直播',\n",
       " '性格活泼',\n",
       " '沟通能力强',\n",
       " '抖音直播',\n",
       " '大码女孩',\n",
       " '需求分析工程师',\n",
       " '需求分析评估',\n",
       " '产品设计',\n",
       " '产品验收',\n",
       " '产品内部评审',\n",
       " '需求采集',\n",
       " '早点/小吃',\n",
       " '无经验',\n",
       " '1-3年',\n",
       " '业务导向',\n",
       " '智能驾驶',\n",
       " 'C/C++',\n",
       " '计算机相关专业',\n",
       " '机器学习算法/工程化经验',\n",
       " '地推团队',\n",
       " '15人（含）以上',\n",
       " '个人（To C）',\n",
       " '较多外勤',\n",
       " '快消/零售产品推广经验',\n",
       " '软件推广经验',\n",
       " '销售工作经验',\n",
       " '商务谈判能力',\n",
       " '市场分析判断能力',\n",
       " '营销能力',\n",
       " 'O2O',\n",
       " '互联网/科技',\n",
       " '批发/零售',\n",
       " '工程师',\n",
       " '信息技术',\n",
       " '教育',\n",
       " '服务',\n",
       " '应届生',\n",
       " '运维管理',\n",
       " '智能硬件产品',\n",
       " '产品规划',\n",
       " '销售经理',\n",
       " '销售专员',\n",
       " '初级销售',\n",
       " '课程销售',\n",
       " '全职',\n",
       " '有外贸工作经验',\n",
       " '每周双休',\n",
       " '汽配外贸经验',\n",
       " '充电桩',\n",
       " '阿里巴巴，中国制造',\n",
       " '物料制作/安装',\n",
       " '焊接',\n",
       " '灯箱制作安装',\n",
       " '发光字制作安装',\n",
       " '系统运维',\n",
       " '安全运维',\n",
       " '虚拟化运维',\n",
       " '机房运维',\n",
       " 'Linux',\n",
       " 'Python',\n",
       " 'Shell',\n",
       " '服务器配置',\n",
       " '代理记账公司',\n",
       " '外账',\n",
       " '财会服务',\n",
       " '财税',\n",
       " 'PMP',\n",
       " '系统集成项目管理工程师',\n",
       " '图书',\n",
       " '教育类',\n",
       " '初中高中教辅资料',\n",
       " '语文教辅资料编辑',\n",
       " '语文老师',\n",
       " '二级建造师',\n",
       " '一级建造师',\n",
       " '施工员证',\n",
       " '住宅地产',\n",
       " '别墅地产',\n",
       " '旧改项目',\n",
       " '综合体',\n",
       " '高层建筑',\n",
       " '线上活动',\n",
       " '活动创意策划',\n",
       " '活动数据分析',\n",
       " '跨境电商',\n",
       " '产品开发',\n",
       " 'C端产品',\n",
       " '家具',\n",
       " '快手',\n",
       " '抖音',\n",
       " '虎牙',\n",
       " '娱乐才艺',\n",
       " '5年以上',\n",
       " '包住',\n",
       " '每月2-3天休息',\n",
       " '川菜',\n",
       " '主厨',\n",
       " '包吃',\n",
       " '粤菜',\n",
       " '加班费',\n",
       " '湘菜',\n",
       " '中餐',\n",
       " '配菜打荷',\n",
       " '烧烤/大排档',\n",
       " '培训机构',\n",
       " '线下教育',\n",
       " '大学/大专生',\n",
       " '成人/通用',\n",
       " '成人教育',\n",
       " '高数',\n",
       " '数学',\n",
       " '亚马逊',\n",
       " '平台品类运营',\n",
       " 'B2C跨境电商',\n",
       " '平台整体运营',\n",
       " '阿里国际站运营',\n",
       " '电子商务专业',\n",
       " '销售运营',\n",
       " '自有电商平台',\n",
       " '跨境电商',\n",
       " '大型B2B/B2C网站经验',\n",
       " 'B2B跨境电商',\n",
       " '电商店铺运营',\n",
       " 'B2C',\n",
       " '数据分析能力',\n",
       " 'B端数据运营',\n",
       " 'M2C',\n",
       " '电商运营',\n",
       " 'CAD',\n",
       " '英语可作为工作语言',\n",
       " '熟悉阿里巴巴平台',\n",
       " '有海外销售经验',\n",
       " '网络销售',\n",
       " '企业客户',\n",
       " '外贸',\n",
       " '外贸专员',\n",
       " '外贸销售',\n",
       " '电气相关专业',\n",
       " '汽车设计专业',\n",
       " '车辆工程专业',\n",
       " '进出库验收',\n",
       " '年终奖',\n",
       " '金融',\n",
       " '房地产',\n",
       " '市场战略规划',\n",
       " '品牌合作',\n",
       " '客户开发',\n",
       " '跨界营销经验',\n",
       " '销售工作经验',\n",
       " '数据分析经验',\n",
       " '市场营销/广告相关专业',\n",
       " '短视频',\n",
       " '售后文员',\n",
       " '行政专员',\n",
       " '仓库文员',\n",
       " '经理助理',\n",
       " '数据处理',\n",
       " '会计',\n",
       " '文员',\n",
       " '后勤专员',\n",
       " '合同审查',\n",
       " '诉讼',\n",
       " '合规风控',\n",
       " '互联网',\n",
       " '游戏',\n",
       " '动漫',\n",
       " '项目申报',\n",
       " '文化传媒',\n",
       " '抖音',\n",
       " '普通话流利',\n",
       " '大码女装',\n",
       " '女装直播',\n",
       " '性格活泼',\n",
       " '沟通能力强',\n",
       " '抖音直播',\n",
       " '大码女孩',\n",
       " '需求分析工程师',\n",
       " '需求分析评估',\n",
       " '产品设计',\n",
       " '产品验收',\n",
       " '产品内部评审',\n",
       " '需求采集',\n",
       " '早点/小吃',\n",
       " '无经验',\n",
       " '1-3年',\n",
       " '业务导向',\n",
       " '智能驾驶',\n",
       " 'C/C++',\n",
       " '计算机相关专业',\n",
       " '机器学习算法/工程化经验',\n",
       " '地推团队',\n",
       " '15人（含）以上',\n",
       " '个人（To C）',\n",
       " '较多外勤',\n",
       " '快消/零售产品推广经验',\n",
       " '软件推广经验',\n",
       " '销售工作经验',\n",
       " '商务谈判能力',\n",
       " '市场分析判断能力',\n",
       " '营销能力',\n",
       " 'O2O',\n",
       " '互联网/科技',\n",
       " '批发/零售',\n",
       " '工程师',\n",
       " '信息技术',\n",
       " '教育',\n",
       " '服务',\n",
       " '应届生',\n",
       " '运维管理',\n",
       " '智能硬件产品',\n",
       " '产品规划',\n",
       " '销售经理',\n",
       " '销售专员',\n",
       " '初级销售',\n",
       " '课程销售',\n",
       " '全职',\n",
       " '有外贸工作经验',\n",
       " '每周双休',\n",
       " '汽配外贸经验',\n",
       " '充电桩',\n",
       " '阿里巴巴，中国制造',\n",
       " '物料制作/安装',\n",
       " '焊接',\n",
       " '灯箱制作安装',\n",
       " '发光字制作安装',\n",
       " '系统运维',\n",
       " '安全运维',\n",
       " '虚拟化运维',\n",
       " '机房运维',\n",
       " 'Linux',\n",
       " 'Python',\n",
       " 'Shell',\n",
       " '服务器配置',\n",
       " '代理记账公司',\n",
       " '外账',\n",
       " '财会服务',\n",
       " '财税',\n",
       " 'PMP',\n",
       " '系统集成项目管理工程师',\n",
       " '图书',\n",
       " '教育类',\n",
       " '初中高中教辅资料',\n",
       " '语文教辅资料编辑',\n",
       " '语文老师',\n",
       " '二级建造师',\n",
       " '一级建造师',\n",
       " '施工员证',\n",
       " '住宅地产',\n",
       " '别墅地产',\n",
       " '旧改项目',\n",
       " '综合体',\n",
       " '高层建筑',\n",
       " '线上活动',\n",
       " '活动创意策划',\n",
       " '活动数据分析',\n",
       " '跨境电商',\n",
       " '产品开发',\n",
       " 'C端产品',\n",
       " '家具',\n",
       " '快手',\n",
       " '抖音',\n",
       " '虎牙',\n",
       " '娱乐才艺',\n",
       " '5年以上',\n",
       " '包住',\n",
       " '每月2-3天休息',\n",
       " '川菜',\n",
       " '主厨',\n",
       " '包吃',\n",
       " '粤菜',\n",
       " '加班费',\n",
       " '湘菜',\n",
       " '中餐',\n",
       " '配菜打荷',\n",
       " '烧烤/大排档',\n",
       " '培训机构',\n",
       " '线下教育',\n",
       " '大学/大专生',\n",
       " '成人/通用',\n",
       " '成人教育',\n",
       " '高数',\n",
       " '数学',\n",
       " '亚马逊',\n",
       " '平台品类运营',\n",
       " 'B2C跨境电商',\n",
       " '平台整体运营',\n",
       " '阿里国际站运营',\n",
       " '电子商务专业',\n",
       " '销售运营',\n",
       " '自有电商平台',\n",
       " '跨境电商',\n",
       " '大型B2B/B2C网站经验',\n",
       " 'B2B跨境电商',\n",
       " '电商店铺运营',\n",
       " 'B2C',\n",
       " '数据分析能力',\n",
       " 'B端数据运营',\n",
       " 'M2C',\n",
       " '电商运营',\n",
       " 'CAD',\n",
       " '英语可作为工作语言',\n",
       " '熟悉阿里巴巴平台',\n",
       " '有海外销售经验',\n",
       " '网络销售',\n",
       " '企业客户',\n",
       " '外贸',\n",
       " '外贸专员',\n",
       " '外贸销售',\n",
       " '电气相关专业',\n",
       " '汽车设计专业',\n",
       " '车辆工程专业',\n",
       " '进出库验收',\n",
       " '年终奖',\n",
       " '金融',\n",
       " '房地产',\n",
       " '市场战略规划',\n",
       " '品牌合作',\n",
       " '客户开发',\n",
       " '跨界营销经验',\n",
       " '销售工作经验',\n",
       " '数据分析经验',\n",
       " '市场营销/广告相关专业',\n",
       " '短视频',\n",
       " '售后文员',\n",
       " '行政专员',\n",
       " '仓库文员',\n",
       " '经理助理',\n",
       " '数据处理',\n",
       " '会计',\n",
       " '文员',\n",
       " '后勤专员',\n",
       " '合同审查',\n",
       " '诉讼',\n",
       " '合规风控',\n",
       " '互联网',\n",
       " '游戏',\n",
       " '动漫',\n",
       " '项目申报',\n",
       " '文化传媒',\n",
       " '抖音',\n",
       " '普通话流利',\n",
       " '大码女装',\n",
       " '女装直播',\n",
       " '性格活泼',\n",
       " '沟通能力强',\n",
       " '抖音直播',\n",
       " '大码女孩',\n",
       " '需求分析工程师',\n",
       " '需求分析评估',\n",
       " '产品设计',\n",
       " '产品验收',\n",
       " '产品内部评审',\n",
       " '需求采集',\n",
       " '早点/小吃',\n",
       " '无经验',\n",
       " '1-3年',\n",
       " '业务导向',\n",
       " '智能驾驶',\n",
       " 'C/C++',\n",
       " '计算机相关专业',\n",
       " '机器学习算法/工程化经验',\n",
       " '地推团队',\n",
       " '15人（含）以上',\n",
       " '个人（To C）',\n",
       " '较多外勤',\n",
       " '快消/零售产品推广经验',\n",
       " '软件推广经验',\n",
       " '销售工作经验',\n",
       " '商务谈判能力',\n",
       " '市场分析判断能力',\n",
       " '营销能力',\n",
       " 'O2O',\n",
       " '互联网/科技',\n",
       " '批发/零售',\n",
       " '工程师',\n",
       " '信息技术',\n",
       " '教育',\n",
       " '服务',\n",
       " '应届生',\n",
       " '运维管理',\n",
       " '智能硬件产品',\n",
       " '产品规划',\n",
       " '销售经理',\n",
       " '销售专员',\n",
       " '初级销售',\n",
       " '课程销售',\n",
       " '全职',\n",
       " '有外贸工作经验',\n",
       " '每周双休',\n",
       " '汽配外贸经验',\n",
       " '充电桩',\n",
       " '阿里巴巴，中国制造',\n",
       " '物料制作/安装',\n",
       " '焊接',\n",
       " '灯箱制作安装',\n",
       " '发光字制作安装',\n",
       " '系统运维',\n",
       " '安全运维',\n",
       " '虚拟化运维',\n",
       " '机房运维',\n",
       " 'Linux',\n",
       " 'Python',\n",
       " 'Shell',\n",
       " '服务器配置',\n",
       " '代理记账公司',\n",
       " '外账',\n",
       " '财会服务',\n",
       " '财税',\n",
       " 'PMP',\n",
       " '系统集成项目管理工程师',\n",
       " '图书',\n",
       " '教育类',\n",
       " '初中高中教辅资料',\n",
       " '语文教辅资料编辑',\n",
       " '语文老师',\n",
       " '二级建造师',\n",
       " '一级建造师',\n",
       " '施工员证',\n",
       " '住宅地产',\n",
       " '别墅地产',\n",
       " '旧改项目',\n",
       " '综合体',\n",
       " '高层建筑',\n",
       " '线上活动',\n",
       " '活动创意策划',\n",
       " '活动数据分析',\n",
       " '跨境电商',\n",
       " '产品开发',\n",
       " 'C端产品',\n",
       " '家具',\n",
       " '快手',\n",
       " '抖音',\n",
       " '虎牙',\n",
       " '娱乐才艺',\n",
       " '5年以上',\n",
       " '包住',\n",
       " '每月2-3天休息',\n",
       " '川菜',\n",
       " '主厨',\n",
       " '包吃',\n",
       " '粤菜',\n",
       " '加班费',\n",
       " '湘菜',\n",
       " '中餐',\n",
       " '配菜打荷',\n",
       " '烧烤/大排档',\n",
       " '培训机构',\n",
       " '线下教育',\n",
       " '大学/大专生',\n",
       " '成人/通用',\n",
       " '成人教育',\n",
       " '高数',\n",
       " '数学',\n",
       " '亚马逊',\n",
       " '平台品类运营',\n",
       " 'B2C跨境电商',\n",
       " '平台整体运营',\n",
       " '阿里国际站运营',\n",
       " '电子商务专业',\n",
       " '销售运营',\n",
       " '自有电商平台',\n",
       " '跨境电商',\n",
       " '大型B2B/B2C网站经验',\n",
       " 'B2B跨境电商',\n",
       " '电商店铺运营',\n",
       " 'B2C',\n",
       " '数据分析能力',\n",
       " 'B端数据运营',\n",
       " 'M2C',\n",
       " '电商运营',\n",
       " 'CAD',\n",
       " '英语可作为工作语言',\n",
       " '熟悉阿里巴巴平台',\n",
       " '有海外销售经验',\n",
       " '网络销售',\n",
       " '企业客户',\n",
       " '外贸',\n",
       " '外贸专员',\n",
       " '外贸销售',\n",
       " '电气相关专业',\n",
       " '汽车设计专业',\n",
       " '车辆工程专业',\n",
       " '进出库验收',\n",
       " '年终奖',\n",
       " '金融',\n",
       " '房地产',\n",
       " '市场战略规划',\n",
       " '品牌合作',\n",
       " '客户开发',\n",
       " '跨界营销经验',\n",
       " '销售工作经验',\n",
       " '数据分析经验',\n",
       " '市场营销/广告相关专业',\n",
       " '短视频',\n",
       " '售后文员',\n",
       " '行政专员',\n",
       " '仓库文员',\n",
       " '经理助理',\n",
       " '数据处理',\n",
       " '会计',\n",
       " '文员',\n",
       " '后勤专员',\n",
       " '合同审查',\n",
       " '诉讼',\n",
       " '合规风控',\n",
       " '互联网',\n",
       " '游戏',\n",
       " '动漫',\n",
       " '项目申报',\n",
       " '文化传媒',\n",
       " '抖音',\n",
       " '普通话流利',\n",
       " '大码女装',\n",
       " '女装直播',\n",
       " '性格活泼',\n",
       " '沟通能力强',\n",
       " '抖音直播',\n",
       " '大码女孩',\n",
       " '需求分析工程师',\n",
       " '需求分析评估',\n",
       " '产品设计',\n",
       " '产品验收',\n",
       " '产品内部评审',\n",
       " '需求采集',\n",
       " '早点/小吃',\n",
       " '无经验',\n",
       " '1-3年',\n",
       " '业务导向',\n",
       " '智能驾驶',\n",
       " 'C/C++',\n",
       " '计算机相关专业',\n",
       " '机器学习算法/工程化经验',\n",
       " '地推团队',\n",
       " '15人（含）以上',\n",
       " '个人（To C）',\n",
       " '较多外勤',\n",
       " '快消/零售产品推广经验',\n",
       " '软件推广经验',\n",
       " '销售工作经验',\n",
       " '商务谈判能力',\n",
       " '市场分析判断能力',\n",
       " '营销能力',\n",
       " 'O2O',\n",
       " '互联网/科技',\n",
       " '批发/零售',\n",
       " '工程师',\n",
       " '信息技术',\n",
       " '教育',\n",
       " '服务',\n",
       " '应届生',\n",
       " '运维管理',\n",
       " '智能硬件产品',\n",
       " '产品规划',\n",
       " '销售经理',\n",
       " '销售专员',\n",
       " '初级销售',\n",
       " '课程销售',\n",
       " '全职',\n",
       " '有外贸工作经验',\n",
       " '每周双休',\n",
       " '汽配外贸经验',\n",
       " '充电桩',\n",
       " '阿里巴巴，中国制造',\n",
       " '物料制作/安装',\n",
       " '焊接',\n",
       " '灯箱制作安装',\n",
       " '发光字制作安装',\n",
       " '系统运维',\n",
       " '安全运维',\n",
       " '虚拟化运维',\n",
       " '机房运维',\n",
       " 'Linux',\n",
       " 'Python',\n",
       " 'Shell',\n",
       " '服务器配置',\n",
       " '代理记账公司',\n",
       " '外账',\n",
       " '财会服务',\n",
       " '财税',\n",
       " 'PMP',\n",
       " '系统集成项目管理工程师',\n",
       " '图书',\n",
       " '教育类',\n",
       " '初中高中教辅资料',\n",
       " '语文教辅资料编辑',\n",
       " '语文老师',\n",
       " '二级建造师',\n",
       " '一级建造师',\n",
       " '施工员证',\n",
       " '住宅地产',\n",
       " '别墅地产',\n",
       " '旧改项目',\n",
       " '综合体',\n",
       " '高层建筑',\n",
       " '线上活动',\n",
       " '活动创意策划',\n",
       " '活动数据分析',\n",
       " '跨境电商',\n",
       " '产品开发',\n",
       " 'C端产品',\n",
       " '家具',\n",
       " '快手',\n",
       " '抖音',\n",
       " '虎牙',\n",
       " '娱乐才艺',\n",
       " '5年以上',\n",
       " '包住',\n",
       " '每月2-3天休息',\n",
       " '川菜',\n",
       " '主厨',\n",
       " '包吃',\n",
       " '粤菜',\n",
       " '加班费',\n",
       " '湘菜',\n",
       " '中餐',\n",
       " '配菜打荷',\n",
       " '烧烤/大排档',\n",
       " '培训机构',\n",
       " '线下教育',\n",
       " '大学/大专生',\n",
       " '成人/通用',\n",
       " '成人教育',\n",
       " '高数',\n",
       " '数学',\n",
       " '亚马逊',\n",
       " '平台品类运营',\n",
       " 'B2C跨境电商',\n",
       " '平台整体运营',\n",
       " '阿里国际站运营',\n",
       " '电子商务专业',\n",
       " '销售运营',\n",
       " '自有电商平台',\n",
       " '跨境电商',\n",
       " '大型B2B/B2C网站经验',\n",
       " 'B2B跨境电商',\n",
       " '电商店铺运营',\n",
       " 'B2C',\n",
       " '数据分析能力',\n",
       " 'B端数据运营',\n",
       " 'M2C',\n",
       " '电商运营',\n",
       " 'CAD',\n",
       " '英语可作为工作语言',\n",
       " '熟悉阿里巴巴平台',\n",
       " '有海外销售经验',\n",
       " '网络销售',\n",
       " '企业客户',\n",
       " '外贸',\n",
       " '外贸专员',\n",
       " '外贸销售',\n",
       " '电气相关专业',\n",
       " '汽车设计专业',\n",
       " '车辆工程专业',\n",
       " '进出库验收',\n",
       " '年终奖',\n",
       " '金融',\n",
       " '房地产',\n",
       " '市场战略规划',\n",
       " '品牌合作',\n",
       " '客户开发',\n",
       " '跨界营销经验',\n",
       " '销售工作经验',\n",
       " '数据分析经验',\n",
       " '市场营销/广告相关专业',\n",
       " '短视频',\n",
       " '售后文员',\n",
       " '行政专员',\n",
       " '仓库文员',\n",
       " '经理助理',\n",
       " '数据处理',\n",
       " '会计',\n",
       " '文员',\n",
       " '后勤专员',\n",
       " '合同审查',\n",
       " '诉讼',\n",
       " '合规风控',\n",
       " '互联网',\n",
       " '游戏',\n",
       " '动漫',\n",
       " '项目申报',\n",
       " '文化传媒',\n",
       " '抖音',\n",
       " '普通话流利',\n",
       " '大码女装',\n",
       " '女装直播',\n",
       " '性格活泼',\n",
       " '沟通能力强',\n",
       " '抖音直播',\n",
       " '大码女孩',\n",
       " '需求分析工程师',\n",
       " '需求分析评估',\n",
       " '产品设计',\n",
       " '产品验收',\n",
       " '产品内部评审',\n",
       " '需求采集',\n",
       " '早点/小吃',\n",
       " '无经验',\n",
       " '1-3年',\n",
       " '业务导向',\n",
       " '智能驾驶',\n",
       " 'C/C++',\n",
       " '计算机相关专业',\n",
       " '机器学习算法/工程化经验',\n",
       " '地推团队',\n",
       " '15人（含）以上',\n",
       " '个人（To C）',\n",
       " '较多外勤',\n",
       " '快消/零售产品推广经验',\n",
       " '软件推广经验',\n",
       " '销售工作经验',\n",
       " '商务谈判能力',\n",
       " '市场分析判断能力',\n",
       " '营销能力',\n",
       " 'O2O',\n",
       " '互联网/科技',\n",
       " '批发/零售',\n",
       " '工程师',\n",
       " '信息技术',\n",
       " '教育',\n",
       " '服务',\n",
       " '应届生',\n",
       " '运维管理',\n",
       " '智能硬件产品',\n",
       " '产品规划',\n",
       " '销售经理',\n",
       " '销售专员',\n",
       " '初级销售',\n",
       " '课程销售',\n",
       " '全职',\n",
       " '有外贸工作经验',\n",
       " '每周双休',\n",
       " '汽配外贸经验',\n",
       " '充电桩',\n",
       " '阿里巴巴，中国制造',\n",
       " '物料制作/安装',\n",
       " '焊接',\n",
       " '灯箱制作安装',\n",
       " '发光字制作安装',\n",
       " '系统运维',\n",
       " '安全运维',\n",
       " '虚拟化运维',\n",
       " '机房运维',\n",
       " 'Linux',\n",
       " 'Python',\n",
       " 'Shell',\n",
       " '服务器配置',\n",
       " '代理记账公司',\n",
       " '外账',\n",
       " '财会服务',\n",
       " '财税',\n",
       " 'PMP',\n",
       " '系统集成项目管理工程师',\n",
       " '图书',\n",
       " '教育类',\n",
       " '初中高中教辅资料',\n",
       " '语文教辅资料编辑',\n",
       " '语文老师',\n",
       " '二级建造师',\n",
       " '一级建造师',\n",
       " '施工员证',\n",
       " '住宅地产',\n",
       " '别墅地产',\n",
       " '旧改项目',\n",
       " '综合体',\n",
       " '高层建筑',\n",
       " '线上活动',\n",
       " '活动创意策划',\n",
       " '活动数据分析',\n",
       " '跨境电商',\n",
       " '产品开发',\n",
       " 'C端产品',\n",
       " '家具',\n",
       " '快手',\n",
       " '抖音',\n",
       " '虎牙',\n",
       " '娱乐才艺',\n",
       " '5年以上',\n",
       " '包住',\n",
       " '每月2-3天休息',\n",
       " '川菜',\n",
       " '主厨',\n",
       " '包吃',\n",
       " '粤菜',\n",
       " '加班费',\n",
       " '湘菜',\n",
       " '中餐',\n",
       " '配菜打荷',\n",
       " '烧烤/大排档',\n",
       " '培训机构',\n",
       " '线下教育',\n",
       " '大学/大专生',\n",
       " '成人/通用',\n",
       " '成人教育',\n",
       " '高数',\n",
       " '数学',\n",
       " '亚马逊',\n",
       " '平台品类运营',\n",
       " 'B2C跨境电商',\n",
       " '平台整体运营',\n",
       " '阿里国际站运营',\n",
       " '电子商务专业',\n",
       " '销售运营',\n",
       " '自有电商平台',\n",
       " '跨境电商',\n",
       " '大型B2B/B2C网站经验',\n",
       " 'B2B跨境电商',\n",
       " '电商店铺运营',\n",
       " 'B2C',\n",
       " '数据分析能力',\n",
       " 'B端数据运营',\n",
       " 'M2C',\n",
       " '电商运营',\n",
       " 'CAD',\n",
       " '英语可作为工作语言',\n",
       " '熟悉阿里巴巴平台',\n",
       " '有海外销售经验',\n",
       " '网络销售',\n",
       " '企业客户',\n",
       " '外贸',\n",
       " '外贸专员',\n",
       " '外贸销售',\n",
       " '电气相关专业',\n",
       " '汽车设计专业',\n",
       " '车辆工程专业',\n",
       " '进出库验收',\n",
       " '年终奖',\n",
       " '金融',\n",
       " '房地产',\n",
       " '市场战略规划',\n",
       " '品牌合作',\n",
       " '客户开发',\n",
       " '跨界营销经验',\n",
       " '销售工作经验',\n",
       " '数据分析经验',\n",
       " '市场营销/广告相关专业',\n",
       " '短视频',\n",
       " '售后文员',\n",
       " '行政专员',\n",
       " '仓库文员',\n",
       " '经理助理',\n",
       " '数据处理',\n",
       " '会计',\n",
       " '文员',\n",
       " '后勤专员',\n",
       " '合同审查',\n",
       " '诉讼',\n",
       " '合规风控',\n",
       " '互联网',\n",
       " '游戏',\n",
       " '动漫',\n",
       " '项目申报',\n",
       " '文化传媒',\n",
       " '抖音',\n",
       " '普通话流利',\n",
       " '大码女装',\n",
       " '女装直播',\n",
       " '性格活泼',\n",
       " '沟通能力强',\n",
       " '抖音直播',\n",
       " '大码女孩',\n",
       " '需求分析工程师',\n",
       " '需求分析评估',\n",
       " '产品设计',\n",
       " '产品验收',\n",
       " '产品内部评审',\n",
       " '需求采集',\n",
       " '早点/小吃',\n",
       " '无经验',\n",
       " '1-3年',\n",
       " '业务导向',\n",
       " '智能驾驶',\n",
       " 'C/C++',\n",
       " '计算机相关专业',\n",
       " '机器学习算法/工程化经验',\n",
       " '地推团队',\n",
       " '15人（含）以上',\n",
       " '个人（To C）',\n",
       " '较多外勤',\n",
       " '快消/零售产品推广经验',\n",
       " '软件推广经验',\n",
       " '销售工作经验',\n",
       " '商务谈判能力',\n",
       " '市场分析判断能力',\n",
       " '营销能力',\n",
       " 'O2O',\n",
       " '互联网/科技',\n",
       " '批发/零售',\n",
       " '工程师',\n",
       " '信息技术',\n",
       " '教育',\n",
       " '服务',\n",
       " '应届生',\n",
       " '运维管理',\n",
       " '智能硬件产品',\n",
       " '产品规划',\n",
       " '销售经理',\n",
       " '销售专员',\n",
       " '初级销售',\n",
       " '课程销售',\n",
       " '全职',\n",
       " '有外贸工作经验',\n",
       " '每周双休',\n",
       " '汽配外贸经验',\n",
       " '充电桩',\n",
       " '阿里巴巴，中国制造',\n",
       " '物料制作/安装',\n",
       " '焊接',\n",
       " '灯箱制作安装',\n",
       " '发光字制作安装',\n",
       " '系统运维',\n",
       " ...]"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "job_labels = [j   for i in df_key['skills'].tolist() for j in i]\n",
    "job_labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "785bf14a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "31"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "job_labels.count('CSS')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "e2d80926",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('合规风控', 31),\n",
       " ('线下教育', 31),\n",
       " ('成人教育', 31),\n",
       " ('综合体', 31),\n",
       " ('早点/小吃', 31),\n",
       " ('加班费', 31),\n",
       " ('中餐', 31),\n",
       " ('女装直播', 31),\n",
       " ('外贸销售', 31),\n",
       " ('虚拟化运维', 31),\n",
       " ('粤菜', 31),\n",
       " ('阿里国际站运营', 31),\n",
       " ('财税', 31),\n",
       " ('教育', 31),\n",
       " ('数学', 31),\n",
       " ('市场分析判断能力', 31),\n",
       " ('抖音', 62),\n",
       " ('数据分析能力', 31),\n",
       " ('数据分析经验', 31),\n",
       " ('有外贸工作经验', 31),\n",
       " ('行政专员', 31),\n",
       " ('图书', 31),\n",
       " ('灯箱制作安装', 31),\n",
       " ('计算机相关专业', 31),\n",
       " ('销售经理', 31),\n",
       " ('大学/大专生', 31),\n",
       " ('需求分析工程师', 31),\n",
       " ('课程销售', 31),\n",
       " ('系统运维', 31),\n",
       " ('互联网', 31),\n",
       " ('品牌合作', 31),\n",
       " ('合同审查', 31),\n",
       " ('文员', 31),\n",
       " ('物料制作/安装', 31),\n",
       " ('抖音直播', 31),\n",
       " ('Python', 31),\n",
       " ('经理助理', 31),\n",
       " ('亚马逊', 31),\n",
       " ('自有电商平台', 31),\n",
       " ('Shell', 31),\n",
       " ('普通话流利', 31),\n",
       " ('市场营销/广告相关专业', 31),\n",
       " ('企业客户', 31),\n",
       " ('软件推广经验', 31),\n",
       " ('销售专员', 31),\n",
       " ('电气相关专业', 31),\n",
       " ('较多外勤', 31),\n",
       " ('高层建筑', 31),\n",
       " ('销售运营', 31),\n",
       " ('客户开发', 31),\n",
       " ('Linux', 31),\n",
       " ('金融', 31),\n",
       " ('初中高中教辅资料', 31),\n",
       " ('汽车设计专业', 31),\n",
       " ('智能硬件产品', 31),\n",
       " ('C端产品', 31),\n",
       " ('机房运维', 31),\n",
       " ('批发/零售', 31),\n",
       " ('活动数据分析', 31),\n",
       " ('充电桩', 31),\n",
       " ('15人（含）以上', 31),\n",
       " ('初级销售', 31),\n",
       " ('数据处理', 31),\n",
       " ('活动创意策划', 31),\n",
       " ('培训机构', 31),\n",
       " ('B2C跨境电商', 31),\n",
       " ('B2B跨境电商', 31),\n",
       " ('英语可作为工作语言', 31),\n",
       " ('短视频', 31),\n",
       " ('地推团队', 31),\n",
       " ('1-3年', 31),\n",
       " ('CAD', 31),\n",
       " ('产品设计', 31),\n",
       " ('进出库验收', 31),\n",
       " ('服务', 31),\n",
       " ('语文教辅资料编辑', 31),\n",
       " ('一级建造师', 31),\n",
       " ('平台品类运营', 31),\n",
       " ('外账', 31),\n",
       " ('5年以上', 31),\n",
       " ('B端数据运营', 31),\n",
       " ('后勤专员', 31),\n",
       " ('车辆工程专业', 31),\n",
       " ('汽配外贸经验', 31),\n",
       " ('大码女装', 31),\n",
       " ('商务谈判能力', 31),\n",
       " ('O2O', 31),\n",
       " ('动漫', 31),\n",
       " ('产品内部评审', 31),\n",
       " ('全职', 31),\n",
       " ('焊接', 31),\n",
       " ('跨境电商', 62),\n",
       " ('M2C', 31),\n",
       " ('沟通能力强', 31),\n",
       " ('外贸专员', 31),\n",
       " ('无经验', 31),\n",
       " ('互联网/科技', 31),\n",
       " ('年终奖', 31),\n",
       " ('销售工作经验', 62),\n",
       " ('产品规划', 31),\n",
       " ('虎牙', 31),\n",
       " ('线上活动', 31),\n",
       " ('工程师', 31),\n",
       " ('施工员证', 31),\n",
       " ('熟悉阿里巴巴平台', 31),\n",
       " ('性格活泼', 31),\n",
       " ('跨界营销经验', 31),\n",
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       " ('快手', 31),\n",
       " ('应届生', 31),\n",
       " ('电商运营', 31),\n",
       " ('智能驾驶', 31),\n",
       " ('电子商务专业', 31),\n",
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       " ('营销能力', 31),\n",
       " ('B2C', 31),\n",
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       " ('家具', 31),\n",
       " ('高数', 31),\n",
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     },
     "execution_count": 60,
     "metadata": {},
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    "job_labels_words"
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   "cell_type": "code",
   "execution_count": 61,
   "id": "0a3d9ea4",
   "metadata": {},
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       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(28,90,127)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5e73\\u53f0\\u6574\\u4f53\\u8fd0\\u8425\",\n",
       "                    \"value\": 31,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(32,5,101)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6e38\\u620f\",\n",
       "                    \"value\": 31,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(50,147,80)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u914d\\u83dc\\u6253\\u8377\",\n",
       "                    \"value\": 31,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(31,36,71)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6709\\u6d77\\u5916\\u9500\\u552e\\u7ecf\\u9a8c\",\n",
       "                    \"value\": 31,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(40,20,9)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9700\\u6c42\\u5206\\u6790\\u8bc4\\u4f30\",\n",
       "                    \"value\": 31,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(25,124,16)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5feb\\u624b\",\n",
       "                    \"value\": 31,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(75,30,84)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5e94\\u5c4a\\u751f\",\n",
       "                    \"value\": 31,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(141,12,88)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u7535\\u5546\\u8fd0\\u8425\",\n",
       "                    \"value\": 31,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(12,29,65)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u667a\\u80fd\\u9a7e\\u9a76\",\n",
       "                    \"value\": 31,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(42,65,43)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u7535\\u5b50\\u5546\\u52a1\\u4e13\\u4e1a\",\n",
       "                    \"value\": 31,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(115,66,27)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u65e7\\u6539\\u9879\\u76ee\",\n",
       "                    \"value\": 31,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(77,44,105)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8425\\u9500\\u80fd\\u529b\",\n",
       "                    \"value\": 31,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(80,74,76)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"B2C\",\n",
       "                    \"value\": 31,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(2,108,54)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8bed\\u6587\\u8001\\u5e08\",\n",
       "                    \"value\": 31,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(47,154,12)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4e3b\\u53a8\",\n",
       "                    \"value\": 31,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(36,28,103)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u7f51\\u7edc\\u9500\\u552e\",\n",
       "                    \"value\": 31,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(122,73,73)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5bb6\\u5177\",\n",
       "                    \"value\": 31,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(69,15,101)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9ad8\\u6570\",\n",
       "                    \"value\": 31,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(145,142,91)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5e02\\u573a\\u6218\\u7565\\u89c4\\u5212\",\n",
       "                    \"value\": 31,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(158,27,36)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6bcf\\u5468\\u53cc\\u4f11\",\n",
       "                    \"value\": 31,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(114,153,7)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4e8c\\u7ea7\\u5efa\\u9020\\u5e08\",\n",
       "                    \"value\": 31,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(69,51,4)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6bcf\\u67082-3\\u5929\\u4f11\\u606f\",\n",
       "                    \"value\": 31,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(96,46,74)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8d22\\u4f1a\\u670d\\u52a1\",\n",
       "                    \"value\": 31,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(18,26,32)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4f4f\\u5b85\\u5730\\u4ea7\",\n",
       "                    \"value\": 31,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(103,151,20)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5305\\u4f4f\",\n",
       "                    \"value\": 31,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(40,27,150)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5b89\\u5168\\u8fd0\\u7ef4\",\n",
       "                    \"value\": 31,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(123,126,31)\"\n",
       "                    }\n",
       "                }\n",
       "            ],\n",
       "            \"drawOutOfBound\": false,\n",
       "            \"textStyle\": {\n",
       "                \"emphasis\": {}\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [],\n",
       "            \"selected\": {},\n",
       "            \"show\": true,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14,\n",
       "            \"backgroundColor\": \"transparent\",\n",
       "            \"borderColor\": \"#ccc\",\n",
       "            \"borderWidth\": 1,\n",
       "            \"borderRadius\": 0,\n",
       "            \"pageButtonItemGap\": 5,\n",
       "            \"pageButtonPosition\": \"end\",\n",
       "            \"pageFormatter\": \"{current}/{total}\",\n",
       "            \"pageIconColor\": \"#2f4554\",\n",
       "            \"pageIconInactiveColor\": \"#aaa\",\n",
       "            \"pageIconSize\": 15,\n",
       "            \"animationDurationUpdate\": 800,\n",
       "            \"selector\": false,\n",
       "            \"selectorPosition\": \"auto\",\n",
       "            \"selectorItemGap\": 7,\n",
       "            \"selectorButtonGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"enterable\": false,\n",
       "        \"confine\": false,\n",
       "        \"appendToBody\": false,\n",
       "        \"transitionDuration\": 0.4,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5,\n",
       "        \"order\": \"seriesAsc\"\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"text\": \"\\u8bcd\\u4e91\\u56fe\",\n",
       "            \"target\": \"blank\",\n",
       "            \"subtarget\": \"blank\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"textAlign\": \"auto\",\n",
       "            \"textVerticalAlign\": \"auto\",\n",
       "            \"triggerEvent\": false\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "                chart_e7fff412cca94e80b4b7e3bd0e8194e1.setOption(option_e7fff412cca94e80b4b7e3bd0e8194e1);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x202807a3a90>"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import WordCloud\n",
    "from pyecharts.globals import SymbolType\n",
    "\n",
    "c = (\n",
    "    WordCloud()\n",
    "    .add(\"\", job_labels_words, word_size_range=[20, 100], shape=SymbolType.DIAMOND)\n",
    "    .set_global_opts(title_opts=opts.TitleOpts(title=\"词云图\"))\n",
    "#     .render(\"label.html\")\n",
    ")\n",
    "c.render_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "244b0aaf",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "680787be",
   "metadata": {},
   "source": [
    "## 职位分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 173,
   "id": "213ec937",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0                咨询经理\n",
       "1              兼职团课老师\n",
       "2               数据架构师\n",
       "3                机票票务\n",
       "4                运维经理\n",
       "           ...       \n",
       "10               检验技师\n",
       "11             高级产品经理\n",
       "12    月嫂，育儿嫂，产后修复师，护工\n",
       "13           嵌入式硬件工程师\n",
       "14      展厅展陈/展览展示项目经理\n",
       "Name: jobName, Length: 465, dtype: object"
      ]
     },
     "execution_count": 173,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_key['jobName']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 174,
   "id": "2e16d750",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6    测试工程师\n",
       "6    测试工程师\n",
       "6    测试工程师\n",
       "6    测试工程师\n",
       "6    测试工程师\n",
       "6    测试工程师\n",
       "6    测试工程师\n",
       "6    测试工程师\n",
       "6    测试工程师\n",
       "6    测试工程师\n",
       "6    测试工程师\n",
       "6    测试工程师\n",
       "6    测试工程师\n",
       "6    测试工程师\n",
       "6    测试工程师\n",
       "6    测试工程师\n",
       "6    测试工程师\n",
       "6    测试工程师\n",
       "6    测试工程师\n",
       "6    测试工程师\n",
       "6    测试工程师\n",
       "6    测试工程师\n",
       "6    测试工程师\n",
       "6    测试工程师\n",
       "6    测试工程师\n",
       "6    测试工程师\n",
       "6    测试工程师\n",
       "6    测试工程师\n",
       "6    测试工程师\n",
       "6    测试工程师\n",
       "6    测试工程师\n",
       "Name: jobName, dtype: object"
      ]
     },
     "execution_count": 174,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_key['jobName'][   df_key['jobName'].str.contains('（')   ].str.split('（').apply(lambda x:x[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 175,
   "id": "e51fc5bf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "咨询经理               31\n",
       "兼职团课老师             31\n",
       "数据架构师              31\n",
       "机票票务               31\n",
       "运维经理               31\n",
       "Java开发【学信网可查本科】    31\n",
       "测试工程师              31\n",
       "文本校对               31\n",
       "市场销售经理             31\n",
       "无通时通次KPI考核的高薪电销    31\n",
       "检验技师               31\n",
       "高级产品经理             31\n",
       "月嫂，育儿嫂，产后修复师，护工    31\n",
       "嵌入式硬件工程师           31\n",
       "展厅展陈               31\n",
       "Name: jobName, dtype: int64"
      ]
     },
     "execution_count": 175,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_job_title = df_key['jobName'].apply(lambda x:x.split('（')[0].split('/')[0].split('(')[0]).value_counts()\n",
    "df_job_title"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 176,
   "id": "5bcbb5b0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['咨询经理',\n",
       " '兼职团课老师',\n",
       " '数据架构师',\n",
       " '机票票务',\n",
       " '运维经理',\n",
       " 'Java开发【学信网可查本科】',\n",
       " '测试工程师',\n",
       " '文本校对',\n",
       " '市场销售经理',\n",
       " '无通时通次KPI考核的高薪电销',\n",
       " '检验技师',\n",
       " '高级产品经理',\n",
       " '月嫂，育儿嫂，产后修复师，护工',\n",
       " '嵌入式硬件工程师',\n",
       " '展厅展陈']"
      ]
     },
     "execution_count": 176,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_job_title.index.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 177,
   "id": "0e14a03f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "15"
      ]
     },
     "execution_count": 177,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(df_job_title.index.tolist())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 178,
   "id": "93d96fc7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[31, 31, 31, 31, 31, 31, 31, 31, 31, 31, 31, 31, 31, 31, 31]"
      ]
     },
     "execution_count": 178,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_job_title.values.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 179,
   "id": "4d86aa50",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "咨询经理               31\n",
       "兼职团课老师             31\n",
       "数据架构师              31\n",
       "机票票务               31\n",
       "运维经理               31\n",
       "Java开发【学信网可查本科】    31\n",
       "测试工程师（互部）          31\n",
       "文本校对               31\n",
       "市场销售经理(I8067)      31\n",
       "无通时通次KPI考核的高薪电销    31\n",
       "检验技师               31\n",
       "高级产品经理             31\n",
       "月嫂，育儿嫂，产后修复师，护工    31\n",
       "嵌入式硬件工程师           31\n",
       "展厅展陈/展览展示项目经理      31\n",
       "Name: jobName, dtype: int64"
      ]
     },
     "execution_count": 179,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_key['jobName'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 180,
   "id": "46604071",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('兼职团课老师', 31),\n",
       " ('数据架构师', 31),\n",
       " ('机票票务', 31),\n",
       " ('运维经理', 31),\n",
       " ('Java开发【学信网可查本科】', 31),\n",
       " ('测试工程师', 31),\n",
       " ('文本校对', 31),\n",
       " ('市场销售经理', 31),\n",
       " ('无通时通次KPI考核的高薪电销', 31),\n",
       " ('检验技师', 31),\n",
       " ('高级产品经理', 31),\n",
       " ('月嫂，育儿嫂，产后修复师，护工', 31),\n",
       " ('嵌入式硬件工程师', 31),\n",
       " ('展厅展陈', 31)]"
      ]
     },
     "execution_count": 180,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "PM_title_words = [(  df_job_title.index.tolist()[i]   ,   df_job_title.values.tolist()[i]  )    for i in range(1,len(df_job_title.index.tolist())) ]\n",
    "PM_title_words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 181,
   "id": "489ae3ea",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/v5/echarts.min', 'echarts-wordcloud':'https://assets.pyecharts.org/assets/v5/echarts-wordcloud.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"ad556ff159124cddbeff726884f5ea11\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts', 'echarts-wordcloud'], function(echarts) {\n",
       "                var chart_ad556ff159124cddbeff726884f5ea11 = echarts.init(\n",
       "                    document.getElementById('ad556ff159124cddbeff726884f5ea11'), 'white', {renderer: 'canvas'});\n",
       "                var option_ad556ff159124cddbeff726884f5ea11 = {\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"aria\": {\n",
       "        \"enabled\": false\n",
       "    },\n",
       "    \"color\": [\n",
       "        \"#5470c6\",\n",
       "        \"#91cc75\",\n",
       "        \"#fac858\",\n",
       "        \"#ee6666\",\n",
       "        \"#73c0de\",\n",
       "        \"#3ba272\",\n",
       "        \"#fc8452\",\n",
       "        \"#9a60b4\",\n",
       "        \"#ea7ccc\"\n",
       "    ],\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"wordCloud\",\n",
       "            \"shape\": \"diamond\",\n",
       "            \"rotationRange\": [\n",
       "                0,\n",
       "                0\n",
       "            ],\n",
       "            \"rotationStep\": 45,\n",
       "            \"girdSize\": 20,\n",
       "            \"sizeRange\": [\n",
       "                10,\n",
       "                50\n",
       "            ],\n",
       "            \"data\": [\n",
       "                {\n",
       "                    \"name\": \"\\u517c\\u804c\\u56e2\\u8bfe\\u8001\\u5e08\",\n",
       "                    \"value\": 31,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(3,58,34)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6570\\u636e\\u67b6\\u6784\\u5e08\",\n",
       "                    \"value\": 31,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(26,7,16)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u673a\\u7968\\u7968\\u52a1\",\n",
       "                    \"value\": 31,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(137,100,17)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8fd0\\u7ef4\\u7ecf\\u7406\",\n",
       "                    \"value\": 31,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(39,126,32)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Java\\u5f00\\u53d1\\u3010\\u5b66\\u4fe1\\u7f51\\u53ef\\u67e5\\u672c\\u79d1\\u3011\",\n",
       "                    \"value\": 31,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(74,42,119)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6d4b\\u8bd5\\u5de5\\u7a0b\\u5e08\",\n",
       "                    \"value\": 31,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(47,23,137)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6587\\u672c\\u6821\\u5bf9\",\n",
       "                    \"value\": 31,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(38,58,90)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5e02\\u573a\\u9500\\u552e\\u7ecf\\u7406\",\n",
       "                    \"value\": 31,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(45,44,97)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u65e0\\u901a\\u65f6\\u901a\\u6b21KPI\\u8003\\u6838\\u7684\\u9ad8\\u85aa\\u7535\\u9500\",\n",
       "                    \"value\": 31,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(77,116,17)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u68c0\\u9a8c\\u6280\\u5e08\",\n",
       "                    \"value\": 31,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(126,22,95)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9ad8\\u7ea7\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
       "                    \"value\": 31,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(142,83,24)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6708\\u5ac2\\uff0c\\u80b2\\u513f\\u5ac2\\uff0c\\u4ea7\\u540e\\u4fee\\u590d\\u5e08\\uff0c\\u62a4\\u5de5\",\n",
       "                    \"value\": 31,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(47,144,17)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5d4c\\u5165\\u5f0f\\u786c\\u4ef6\\u5de5\\u7a0b\\u5e08\",\n",
       "                    \"value\": 31,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(135,27,9)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5c55\\u5385\\u5c55\\u9648\",\n",
       "                    \"value\": 31,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(35,1,40)\"\n",
       "                    }\n",
       "                }\n",
       "            ],\n",
       "            \"drawOutOfBound\": false,\n",
       "            \"textStyle\": {\n",
       "                \"emphasis\": {}\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [],\n",
       "            \"selected\": {},\n",
       "            \"show\": true,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14,\n",
       "            \"backgroundColor\": \"transparent\",\n",
       "            \"borderColor\": \"#ccc\",\n",
       "            \"borderWidth\": 1,\n",
       "            \"borderRadius\": 0,\n",
       "            \"pageButtonItemGap\": 5,\n",
       "            \"pageButtonPosition\": \"end\",\n",
       "            \"pageFormatter\": \"{current}/{total}\",\n",
       "            \"pageIconColor\": \"#2f4554\",\n",
       "            \"pageIconInactiveColor\": \"#aaa\",\n",
       "            \"pageIconSize\": 15,\n",
       "            \"animationDurationUpdate\": 800,\n",
       "            \"selector\": false,\n",
       "            \"selectorPosition\": \"auto\",\n",
       "            \"selectorItemGap\": 7,\n",
       "            \"selectorButtonGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"enterable\": false,\n",
       "        \"confine\": false,\n",
       "        \"appendToBody\": false,\n",
       "        \"transitionDuration\": 0.4,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5,\n",
       "        \"order\": \"seriesAsc\"\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"text\": \"\\u8bcd\\u4e91\\u56fe\",\n",
       "            \"target\": \"blank\",\n",
       "            \"subtarget\": \"blank\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"textAlign\": \"auto\",\n",
       "            \"textVerticalAlign\": \"auto\",\n",
       "            \"triggerEvent\": false\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "                chart_ad556ff159124cddbeff726884f5ea11.setOption(option_ad556ff159124cddbeff726884f5ea11);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x17f65962fd0>"
      ]
     },
     "execution_count": 181,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import WordCloud\n",
    "from pyecharts.globals import SymbolType\n",
    "\n",
    "c = (\n",
    "    WordCloud()\n",
    "    .add(\"\", PM_title_words, word_size_range=[10,50], shape=SymbolType.DIAMOND)\n",
    "    .set_global_opts(title_opts=opts.TitleOpts(title=\"词云图\"))\n",
    "#     .render( key +\"_wordcloud_map_岗位名称_\"+ output_time+\".html\")\n",
    ")\n",
    "c.render_notebook()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bff205cc",
   "metadata": {},
   "source": [
    "## 学历要求"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "id": "2c36d1b8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "本科      217\n",
       "学历不限    124\n",
       "大专      124\n",
       "Name: jobDegree, dtype: int64"
      ]
     },
     "execution_count": 118,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_key['jobDegree'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "id": "70394d1c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['本科', '学历不限', '大专']"
      ]
     },
     "execution_count": 119,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_key['jobDegree'].value_counts().index.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "id": "591456d4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[217, 124, 124]"
      ]
     },
     "execution_count": 120,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_key['jobDegree'].value_counts().values.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "id": "00ad5dad",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/v5/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"33dc191d802c4b9ab0e7f0a58217ea5c\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts'], function(echarts) {\n",
       "                var chart_33dc191d802c4b9ab0e7f0a58217ea5c = echarts.init(\n",
       "                    document.getElementById('33dc191d802c4b9ab0e7f0a58217ea5c'), 'white', {renderer: 'canvas'});\n",
       "                var option_33dc191d802c4b9ab0e7f0a58217ea5c = {\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"aria\": {\n",
       "        \"enabled\": false\n",
       "    },\n",
       "    \"color\": [\n",
       "        \"blue\",\n",
       "        \"green\",\n",
       "        \"yellow\"\n",
       "    ],\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"pie\",\n",
       "            \"colorBy\": \"data\",\n",
       "            \"legendHoverLink\": true,\n",
       "            \"selectedMode\": false,\n",
       "            \"selectedOffset\": 10,\n",
       "            \"clockwise\": true,\n",
       "            \"startAngle\": 90,\n",
       "            \"minAngle\": 0,\n",
       "            \"minShowLabelAngle\": 0,\n",
       "            \"avoidLabelOverlap\": true,\n",
       "            \"stillShowZeroSum\": true,\n",
       "            \"percentPrecision\": 2,\n",
       "            \"showEmptyCircle\": true,\n",
       "            \"emptyCircleStyle\": {\n",
       "                \"color\": \"lightgray\",\n",
       "                \"borderColor\": \"#000\",\n",
       "                \"borderWidth\": 0,\n",
       "                \"borderType\": \"solid\",\n",
       "                \"borderDashOffset\": 0,\n",
       "                \"borderCap\": \"butt\",\n",
       "                \"borderJoin\": \"bevel\",\n",
       "                \"borderMiterLimit\": 10,\n",
       "                \"opacity\": 1\n",
       "            },\n",
       "            \"data\": [\n",
       "                {\n",
       "                    \"name\": \"\\u672c\\u79d1\",\n",
       "                    \"value\": 217\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5b66\\u5386\\u4e0d\\u9650\",\n",
       "                    \"value\": 124\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5927\\u4e13\",\n",
       "                    \"value\": 124\n",
       "                }\n",
       "            ],\n",
       "            \"radius\": [\n",
       "                \"0%\",\n",
       "                \"75%\"\n",
       "            ],\n",
       "            \"center\": [\n",
       "                \"50%\",\n",
       "                \"50%\"\n",
       "            ],\n",
       "            \"label\": {\n",
       "                \"show\": true,\n",
       "                \"margin\": 8,\n",
       "                \"formatter\": \"{b}: {c}\"\n",
       "            },\n",
       "            \"labelLine\": {\n",
       "                \"show\": true,\n",
       "                \"showAbove\": false,\n",
       "                \"length\": 15,\n",
       "                \"length2\": 15,\n",
       "                \"smooth\": false,\n",
       "                \"minTurnAngle\": 90,\n",
       "                \"maxSurfaceAngle\": 90\n",
       "            },\n",
       "            \"rippleEffect\": {\n",
       "                \"show\": true,\n",
       "                \"brushType\": \"stroke\",\n",
       "                \"scale\": 2.5,\n",
       "                \"period\": 4\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\\u672c\\u79d1\",\n",
       "                \"\\u5b66\\u5386\\u4e0d\\u9650\",\n",
       "                \"\\u5927\\u4e13\"\n",
       "            ],\n",
       "            \"selected\": {},\n",
       "            \"show\": true,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14,\n",
       "            \"backgroundColor\": \"transparent\",\n",
       "            \"borderColor\": \"#ccc\",\n",
       "            \"borderWidth\": 1,\n",
       "            \"borderRadius\": 0,\n",
       "            \"pageButtonItemGap\": 5,\n",
       "            \"pageButtonPosition\": \"end\",\n",
       "            \"pageFormatter\": \"{current}/{total}\",\n",
       "            \"pageIconColor\": \"#2f4554\",\n",
       "            \"pageIconInactiveColor\": \"#aaa\",\n",
       "            \"pageIconSize\": 15,\n",
       "            \"animationDurationUpdate\": 800,\n",
       "            \"selector\": false,\n",
       "            \"selectorPosition\": \"auto\",\n",
       "            \"selectorItemGap\": 7,\n",
       "            \"selectorButtonGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"enterable\": false,\n",
       "        \"confine\": false,\n",
       "        \"appendToBody\": false,\n",
       "        \"transitionDuration\": 0.4,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5,\n",
       "        \"order\": \"seriesAsc\"\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"text\": \"\\u5b66\\u5386\\u8981\\u6c42\",\n",
       "            \"target\": \"blank\",\n",
       "            \"subtarget\": \"blank\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"textAlign\": \"auto\",\n",
       "            \"textVerticalAlign\": \"auto\",\n",
       "            \"triggerEvent\": false\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "                chart_33dc191d802c4b9ab0e7f0a58217ea5c.setOption(option_33dc191d802c4b9ab0e7f0a58217ea5c);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x17f659628e0>"
      ]
     },
     "execution_count": 121,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Pie\n",
    "from pyecharts.faker import Faker\n",
    "\n",
    "c = (\n",
    "    Pie()\n",
    "    .add(\"\", [list(z) for z in zip(df_key['jobDegree'].value_counts().index.tolist(), df_key['jobDegree'].value_counts().values.tolist())])\n",
    "    .set_colors([\"blue\", \"green\",\"yellow\"])\n",
    "    .set_global_opts(title_opts=opts.TitleOpts(title=\"学历要求\"))\n",
    "    .set_series_opts(label_opts=opts.LabelOpts(formatter=\"{b}: {c}\"))\n",
    "#     .render(\"pie_set_color.html\")\n",
    ")\n",
    "c.render_notebook()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5acad435",
   "metadata": {},
   "source": [
    "## 公司产业"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "id": "42af8947",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0              媒体\n",
       "1           物流/仓储\n",
       "2     电子/半导体/集成电路\n",
       "3             互联网\n",
       "4            电子商务\n",
       "         ...     \n",
       "10            互联网\n",
       "11           智能硬件\n",
       "12           电子商务\n",
       "13          计算机软件\n",
       "14        医疗设备/器械\n",
       "Name: brandIndustry, Length: 465, dtype: object"
      ]
     },
     "execution_count": 122,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_key['brandIndustry']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "id": "24555704",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "电子       62\n",
       "互联网      62\n",
       "电子商务     62\n",
       "仪器仪表     62\n",
       "媒体       31\n",
       "物流       31\n",
       "数据服务     31\n",
       "交通       31\n",
       "智能硬件     31\n",
       "计算机软件    31\n",
       "医疗设备     31\n",
       "Name: brandIndustry, dtype: int64"
      ]
     },
     "execution_count": 123,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_Industry = df_key['brandIndustry'].apply(lambda x:x.split('（')[0].split('/')[0].split('(')[0]).value_counts()\n",
    "df_Industry"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "id": "4eaa376d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['电子',\n",
       " '互联网',\n",
       " '电子商务',\n",
       " '仪器仪表',\n",
       " '媒体',\n",
       " '物流',\n",
       " '数据服务',\n",
       " '交通',\n",
       " '智能硬件',\n",
       " '计算机软件',\n",
       " '医疗设备']"
      ]
     },
     "execution_count": 124,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_Industry.index.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "id": "de1e6a93",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "11"
      ]
     },
     "execution_count": 125,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(df_Industry.index.tolist())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "id": "8024ee4b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[62, 62, 62, 62, 31, 31, 31, 31, 31, 31, 31]"
      ]
     },
     "execution_count": 126,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_Industry.values.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "id": "55387778",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "电子/半导体/集成电路    62\n",
       "互联网            62\n",
       "电子商务           62\n",
       "仪器仪表/工业自动化     62\n",
       "媒体             31\n",
       "物流/仓储          31\n",
       "数据服务           31\n",
       "交通/运输          31\n",
       "智能硬件           31\n",
       "计算机软件          31\n",
       "医疗设备/器械        31\n",
       "Name: brandIndustry, dtype: int64"
      ]
     },
     "execution_count": 127,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_key['brandIndustry'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "id": "86eefbb8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('互联网', 62),\n",
       " ('电子商务', 62),\n",
       " ('仪器仪表', 62),\n",
       " ('媒体', 31),\n",
       " ('物流', 31),\n",
       " ('数据服务', 31),\n",
       " ('交通', 31),\n",
       " ('智能硬件', 31),\n",
       " ('计算机软件', 31),\n",
       " ('医疗设备', 31)]"
      ]
     },
     "execution_count": 128,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "PM_title_words = [(  df_Industry.index.tolist()[i]   ,   df_Industry.values.tolist()[i]  )    for i in range(1,len(df_Industry.index.tolist())) ]\n",
    "PM_title_words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "id": "d076943e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/v5/echarts.min', 'echarts-wordcloud':'https://assets.pyecharts.org/assets/v5/echarts-wordcloud.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"4ae90ff12e5c4e9097400e48e2b515e9\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts', 'echarts-wordcloud'], function(echarts) {\n",
       "                var chart_4ae90ff12e5c4e9097400e48e2b515e9 = echarts.init(\n",
       "                    document.getElementById('4ae90ff12e5c4e9097400e48e2b515e9'), 'white', {renderer: 'canvas'});\n",
       "                var option_4ae90ff12e5c4e9097400e48e2b515e9 = {\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"aria\": {\n",
       "        \"enabled\": false\n",
       "    },\n",
       "    \"color\": [\n",
       "        \"#5470c6\",\n",
       "        \"#91cc75\",\n",
       "        \"#fac858\",\n",
       "        \"#ee6666\",\n",
       "        \"#73c0de\",\n",
       "        \"#3ba272\",\n",
       "        \"#fc8452\",\n",
       "        \"#9a60b4\",\n",
       "        \"#ea7ccc\"\n",
       "    ],\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"wordCloud\",\n",
       "            \"shape\": \"diamond\",\n",
       "            \"rotationRange\": [\n",
       "                0,\n",
       "                0\n",
       "            ],\n",
       "            \"rotationStep\": 45,\n",
       "            \"girdSize\": 20,\n",
       "            \"sizeRange\": [\n",
       "                40,\n",
       "                100\n",
       "            ],\n",
       "            \"data\": [\n",
       "                {\n",
       "                    \"name\": \"\\u4e92\\u8054\\u7f51\",\n",
       "                    \"value\": 62,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(10,88,106)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u7535\\u5b50\\u5546\\u52a1\",\n",
       "                    \"value\": 62,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(73,102,66)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4eea\\u5668\\u4eea\\u8868\",\n",
       "                    \"value\": 62,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(130,92,50)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5a92\\u4f53\",\n",
       "                    \"value\": 31,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(153,101,75)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u7269\\u6d41\",\n",
       "                    \"value\": 31,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(27,47,44)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6570\\u636e\\u670d\\u52a1\",\n",
       "                    \"value\": 31,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(33,107,84)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4ea4\\u901a\",\n",
       "                    \"value\": 31,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(2,106,92)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u667a\\u80fd\\u786c\\u4ef6\",\n",
       "                    \"value\": 31,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(43,121,97)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8ba1\\u7b97\\u673a\\u8f6f\\u4ef6\",\n",
       "                    \"value\": 31,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(123,76,89)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u533b\\u7597\\u8bbe\\u5907\",\n",
       "                    \"value\": 31,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(47,30,7)\"\n",
       "                    }\n",
       "                }\n",
       "            ],\n",
       "            \"drawOutOfBound\": false,\n",
       "            \"textStyle\": {\n",
       "                \"emphasis\": {}\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [],\n",
       "            \"selected\": {},\n",
       "            \"show\": true,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14,\n",
       "            \"backgroundColor\": \"transparent\",\n",
       "            \"borderColor\": \"#ccc\",\n",
       "            \"borderWidth\": 1,\n",
       "            \"borderRadius\": 0,\n",
       "            \"pageButtonItemGap\": 5,\n",
       "            \"pageButtonPosition\": \"end\",\n",
       "            \"pageFormatter\": \"{current}/{total}\",\n",
       "            \"pageIconColor\": \"#2f4554\",\n",
       "            \"pageIconInactiveColor\": \"#aaa\",\n",
       "            \"pageIconSize\": 15,\n",
       "            \"animationDurationUpdate\": 800,\n",
       "            \"selector\": false,\n",
       "            \"selectorPosition\": \"auto\",\n",
       "            \"selectorItemGap\": 7,\n",
       "            \"selectorButtonGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"enterable\": false,\n",
       "        \"confine\": false,\n",
       "        \"appendToBody\": false,\n",
       "        \"transitionDuration\": 0.4,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5,\n",
       "        \"order\": \"seriesAsc\"\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"text\": \"\\u516c\\u53f8\\u4ea7\\u4e1a\\u5206\\u5e03\\u8bcd\\u4e91\\u56fe\",\n",
       "            \"target\": \"blank\",\n",
       "            \"subtarget\": \"blank\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"textAlign\": \"auto\",\n",
       "            \"textVerticalAlign\": \"auto\",\n",
       "            \"triggerEvent\": false\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "                chart_4ae90ff12e5c4e9097400e48e2b515e9.setOption(option_4ae90ff12e5c4e9097400e48e2b515e9);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x17f6439aa00>"
      ]
     },
     "execution_count": 129,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import WordCloud\n",
    "from pyecharts.globals import SymbolType\n",
    "\n",
    "c = (\n",
    "    WordCloud()\n",
    "    .add(\"\", PM_title_words, word_size_range=[40, 100], shape=SymbolType.DIAMOND)\n",
    "    .set_global_opts(title_opts=opts.TitleOpts(title=\"公司产业分布词云图\"))\n",
    "\n",
    ")\n",
    "c.render_notebook()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a92ccbfb",
   "metadata": {},
   "source": [
    "## 薪资(平均薪资)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "id": "1c5063c5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "20-40K        62\n",
       "15-20K·13薪    62\n",
       "10-15K·14薪    31\n",
       "6-9K          31\n",
       "7-10K         31\n",
       "15-30K·13薪    31\n",
       "6-7K          31\n",
       "2-4K          31\n",
       "6-8K          31\n",
       "5-8K          31\n",
       "5-10K         31\n",
       "12-15K·13薪    31\n",
       "14-25K·13薪    31\n",
       "Name: salaryDesc, dtype: int64"
      ]
     },
     "execution_count": 130,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_key['salaryDesc'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "id": "24cd46b3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>jobName</th>\n",
       "      <th>salaryDesc</th>\n",
       "      <th>jobLabels</th>\n",
       "      <th>jobDegree</th>\n",
       "      <th>skills</th>\n",
       "      <th>areaDistrict</th>\n",
       "      <th>brandScaleName</th>\n",
       "      <th>brandName</th>\n",
       "      <th>brandIndustry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>珠宝主播</td>\n",
       "      <td>20-40K</td>\n",
       "      <td>[1-3年, 学历不限]</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>[电商主播]</td>\n",
       "      <td>罗湖区</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>恒实科技</td>\n",
       "      <td>媒体</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>中海通招聘货运代理经理</td>\n",
       "      <td>10-15K·14薪</td>\n",
       "      <td>[3-5年, 本科]</td>\n",
       "      <td>本科</td>\n",
       "      <td>[开发客户, 代理订舱, 海运, 有船东资源, 有销售经验, 有客户资源]</td>\n",
       "      <td>南山区</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>中海通</td>\n",
       "      <td>物流/仓储</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>FAE工程师</td>\n",
       "      <td>15-20K·13薪</td>\n",
       "      <td>[3-5年, 本科]</td>\n",
       "      <td>本科</td>\n",
       "      <td>[单片机开发, 半导体, 芯片设计]</td>\n",
       "      <td>宝安区</td>\n",
       "      <td>1000-9999人</td>\n",
       "      <td>重庆平伟实业股份</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>朴朴超市分拣员/补货</td>\n",
       "      <td>6-9K</td>\n",
       "      <td>[经验不限, 学历不限]</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>[月结工资, 公司免费缴纳商保, 全市就近分配, 计件计提多劳多得, 各项福利优厚]</td>\n",
       "      <td></td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>朴朴</td>\n",
       "      <td>互联网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>采购专员（双休+五险一金）</td>\n",
       "      <td>7-10K</td>\n",
       "      <td>[1-3年, 本科]</td>\n",
       "      <td>本科</td>\n",
       "      <td>[成品/样品, 英语可作为工作语言, 熟悉法律法规知识, 国外采购, 家居用品]</td>\n",
       "      <td>龙华区</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>慕晨科技</td>\n",
       "      <td>电子商务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>web前端</td>\n",
       "      <td>5-8K</td>\n",
       "      <td>[1-3年, 学历不限]</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>[HTML, CSS, CSS3]</td>\n",
       "      <td>福田区</td>\n",
       "      <td>0-20人</td>\n",
       "      <td>丛简科技</td>\n",
       "      <td>互联网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>软件工程师（仿真）</td>\n",
       "      <td>20-40K</td>\n",
       "      <td>[1-3年, 本科]</td>\n",
       "      <td>本科</td>\n",
       "      <td>[C++, CARLA, SUMO, PreScan]</td>\n",
       "      <td>福田区</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>深圳元戎启行科技</td>\n",
       "      <td>智能硬件</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>FBAchiever LLC招聘供应链专员</td>\n",
       "      <td>5-10K</td>\n",
       "      <td>[1-3年, 大专]</td>\n",
       "      <td>大专</td>\n",
       "      <td>[英语能力好, 电商行业经验, 进出口物流工作经验]</td>\n",
       "      <td>南山区</td>\n",
       "      <td>20-99人</td>\n",
       "      <td>FBAchiever LLC</td>\n",
       "      <td>电子商务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>连锁酒店BD岗</td>\n",
       "      <td>12-15K·13薪</td>\n",
       "      <td>[1-3年, 大专]</td>\n",
       "      <td>大专</td>\n",
       "      <td>[商户合作, 互联网/科技, O2O/生活服务, 拜访, 电话, 销售经验, O2O/生活服...</td>\n",
       "      <td>龙华区</td>\n",
       "      <td>1000-9999人</td>\n",
       "      <td>飞猪</td>\n",
       "      <td>计算机软件</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>IVD注册工程师</td>\n",
       "      <td>14-25K·13薪</td>\n",
       "      <td>[3-5年, 本科]</td>\n",
       "      <td>本科</td>\n",
       "      <td>[体外诊断试剂, CE, ISO13485, ISO9001]</td>\n",
       "      <td>光明区</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>艾伟迪</td>\n",
       "      <td>医疗设备/器械</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>465 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                  jobName  salaryDesc     jobLabels jobDegree  \\\n",
       "0                    珠宝主播      20-40K  [1-3年, 学历不限]      学历不限   \n",
       "1             中海通招聘货运代理经理  10-15K·14薪    [3-5年, 本科]        本科   \n",
       "2                  FAE工程师  15-20K·13薪    [3-5年, 本科]        本科   \n",
       "3              朴朴超市分拣员/补货        6-9K  [经验不限, 学历不限]      学历不限   \n",
       "4           采购专员（双休+五险一金）       7-10K    [1-3年, 本科]        本科   \n",
       "..                    ...         ...           ...       ...   \n",
       "10                  web前端        5-8K  [1-3年, 学历不限]      学历不限   \n",
       "11              软件工程师（仿真）      20-40K    [1-3年, 本科]        本科   \n",
       "12  FBAchiever LLC招聘供应链专员       5-10K    [1-3年, 大专]        大专   \n",
       "13                连锁酒店BD岗  12-15K·13薪    [1-3年, 大专]        大专   \n",
       "14               IVD注册工程师  14-25K·13薪    [3-5年, 本科]        本科   \n",
       "\n",
       "                                               skills areaDistrict  \\\n",
       "0                                              [电商主播]          罗湖区   \n",
       "1               [开发客户, 代理订舱, 海运, 有船东资源, 有销售经验, 有客户资源]          南山区   \n",
       "2                                  [单片机开发, 半导体, 芯片设计]          宝安区   \n",
       "3          [月结工资, 公司免费缴纳商保, 全市就近分配, 计件计提多劳多得, 各项福利优厚]                \n",
       "4            [成品/样品, 英语可作为工作语言, 熟悉法律法规知识, 国外采购, 家居用品]          龙华区   \n",
       "..                                                ...          ...   \n",
       "10                                  [HTML, CSS, CSS3]          福田区   \n",
       "11                        [C++, CARLA, SUMO, PreScan]          福田区   \n",
       "12                         [英语能力好, 电商行业经验, 进出口物流工作经验]          南山区   \n",
       "13  [商户合作, 互联网/科技, O2O/生活服务, 拜访, 电话, 销售经验, O2O/生活服...          龙华区   \n",
       "14                    [体外诊断试剂, CE, ISO13485, ISO9001]          光明区   \n",
       "\n",
       "   brandScaleName       brandName brandIndustry  \n",
       "0        100-499人            恒实科技            媒体  \n",
       "1        100-499人             中海通         物流/仓储  \n",
       "2      1000-9999人        重庆平伟实业股份   电子/半导体/集成电路  \n",
       "3        10000人以上              朴朴           互联网  \n",
       "4        100-499人            慕晨科技          电子商务  \n",
       "..            ...             ...           ...  \n",
       "10          0-20人            丛简科技           互联网  \n",
       "11       100-499人        深圳元戎启行科技          智能硬件  \n",
       "12         20-99人  FBAchiever LLC          电子商务  \n",
       "13     1000-9999人              飞猪         计算机软件  \n",
       "14       100-499人             艾伟迪       医疗设备/器械  \n",
       "\n",
       "[465 rows x 9 columns]"
      ]
     },
     "execution_count": 132,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "非兼职 = df_key[ ~df_key['salaryDesc'].str.contains(\"元/天\")]\n",
    "非兼职"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "id": "a79813c5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['20-40K'],\n",
       " ['10-15K', '14'],\n",
       " ['15-20K', '13'],\n",
       " ['6-9K'],\n",
       " ['7-10K'],\n",
       " ['15-30K', '13'],\n",
       " ['6-7K'],\n",
       " ['15-20K', '13'],\n",
       " ['2-4K'],\n",
       " ['6-8K'],\n",
       " ['5-8K'],\n",
       " ['20-40K'],\n",
       " ['5-10K'],\n",
       " ['12-15K', '13'],\n",
       " ['14-25K', '13'],\n",
       " ['20-40K'],\n",
       " ['10-15K', '14'],\n",
       " ['15-20K', '13'],\n",
       " ['6-9K'],\n",
       " ['7-10K'],\n",
       " ['15-30K', '13'],\n",
       " ['6-7K'],\n",
       " ['15-20K', '13'],\n",
       " ['2-4K'],\n",
       " ['6-8K'],\n",
       " ['5-8K'],\n",
       " ['20-40K'],\n",
       " ['5-10K'],\n",
       " ['12-15K', '13'],\n",
       " ['14-25K', '13'],\n",
       " ['20-40K'],\n",
       " ['10-15K', '14'],\n",
       " ['15-20K', '13'],\n",
       " ['6-9K'],\n",
       " ['7-10K'],\n",
       " ['15-30K', '13'],\n",
       " ['6-7K'],\n",
       " ['15-20K', '13'],\n",
       " ['2-4K'],\n",
       " ['6-8K'],\n",
       " ['5-8K'],\n",
       " ['20-40K'],\n",
       " ['5-10K'],\n",
       " ['12-15K', '13'],\n",
       " ['14-25K', '13'],\n",
       " ['20-40K'],\n",
       " ['10-15K', '14'],\n",
       " ['15-20K', '13'],\n",
       " ['6-9K'],\n",
       " ['7-10K'],\n",
       " ['15-30K', '13'],\n",
       " ['6-7K'],\n",
       " ['15-20K', '13'],\n",
       " ['2-4K'],\n",
       " ['6-8K'],\n",
       " ['5-8K'],\n",
       " ['20-40K'],\n",
       " ['5-10K'],\n",
       " ['12-15K', '13'],\n",
       " ['14-25K', '13'],\n",
       " ['20-40K'],\n",
       " ['10-15K', '14'],\n",
       " ['15-20K', '13'],\n",
       " ['6-9K'],\n",
       " ['7-10K'],\n",
       " ['15-30K', '13'],\n",
       " ['6-7K'],\n",
       " ['15-20K', '13'],\n",
       " ['2-4K'],\n",
       " ['6-8K'],\n",
       " ['5-8K'],\n",
       " ['20-40K'],\n",
       " ['5-10K'],\n",
       " ['12-15K', '13'],\n",
       " ['14-25K', '13'],\n",
       " ['20-40K'],\n",
       " ['10-15K', '14'],\n",
       " ['15-20K', '13'],\n",
       " ['6-9K'],\n",
       " ['7-10K'],\n",
       " ['15-30K', '13'],\n",
       " ['6-7K'],\n",
       " ['15-20K', '13'],\n",
       " ['2-4K'],\n",
       " ['6-8K'],\n",
       " ['5-8K'],\n",
       " ['20-40K'],\n",
       " ['5-10K'],\n",
       " ['12-15K', '13'],\n",
       " ['14-25K', '13'],\n",
       " ['20-40K'],\n",
       " ['10-15K', '14'],\n",
       " ['15-20K', '13'],\n",
       " ['6-9K'],\n",
       " ['7-10K'],\n",
       " ['15-30K', '13'],\n",
       " ['6-7K'],\n",
       " ['15-20K', '13'],\n",
       " ['2-4K'],\n",
       " ['6-8K'],\n",
       " ['5-8K'],\n",
       " ['20-40K'],\n",
       " ['5-10K'],\n",
       " ['12-15K', '13'],\n",
       " ['14-25K', '13'],\n",
       " ['20-40K'],\n",
       " ['10-15K', '14'],\n",
       " ['15-20K', '13'],\n",
       " ['6-9K'],\n",
       " ['7-10K'],\n",
       " ['15-30K', '13'],\n",
       " ['6-7K'],\n",
       " ['15-20K', '13'],\n",
       " ['2-4K'],\n",
       " ['6-8K'],\n",
       " ['5-8K'],\n",
       " ['20-40K'],\n",
       " ['5-10K'],\n",
       " ['12-15K', '13'],\n",
       " ['14-25K', '13'],\n",
       " ['20-40K'],\n",
       " ['10-15K', '14'],\n",
       " ['15-20K', '13'],\n",
       " ['6-9K'],\n",
       " ['7-10K'],\n",
       " ['15-30K', '13'],\n",
       " ['6-7K'],\n",
       " ['15-20K', '13'],\n",
       " ['2-4K'],\n",
       " ['6-8K'],\n",
       " ['5-8K'],\n",
       " ['20-40K'],\n",
       " ['5-10K'],\n",
       " ['12-15K', '13'],\n",
       " ['14-25K', '13'],\n",
       " ['20-40K'],\n",
       " ['10-15K', '14'],\n",
       " ['15-20K', '13'],\n",
       " ['6-9K'],\n",
       " ['7-10K'],\n",
       " ['15-30K', '13'],\n",
       " ['6-7K'],\n",
       " ['15-20K', '13'],\n",
       " ['2-4K'],\n",
       " ['6-8K'],\n",
       " ['5-8K'],\n",
       " ['20-40K'],\n",
       " ['5-10K'],\n",
       " ['12-15K', '13'],\n",
       " ['14-25K', '13'],\n",
       " ['20-40K'],\n",
       " ['10-15K', '14'],\n",
       " ['15-20K', '13'],\n",
       " ['6-9K'],\n",
       " ['7-10K'],\n",
       " ['15-30K', '13'],\n",
       " ['6-7K'],\n",
       " ['15-20K', '13'],\n",
       " ['2-4K'],\n",
       " ['6-8K'],\n",
       " ['5-8K'],\n",
       " ['20-40K'],\n",
       " ['5-10K'],\n",
       " ['12-15K', '13'],\n",
       " ['14-25K', '13'],\n",
       " ['20-40K'],\n",
       " ['10-15K', '14'],\n",
       " ['15-20K', '13'],\n",
       " ['6-9K'],\n",
       " ['7-10K'],\n",
       " ['15-30K', '13'],\n",
       " ['6-7K'],\n",
       " ['15-20K', '13'],\n",
       " ['2-4K'],\n",
       " ['6-8K'],\n",
       " ['5-8K'],\n",
       " ['20-40K'],\n",
       " ['5-10K'],\n",
       " ['12-15K', '13'],\n",
       " ['14-25K', '13'],\n",
       " ['20-40K'],\n",
       " ['10-15K', '14'],\n",
       " ['15-20K', '13'],\n",
       " ['6-9K'],\n",
       " ['7-10K'],\n",
       " ['15-30K', '13'],\n",
       " ['6-7K'],\n",
       " ['15-20K', '13'],\n",
       " ['2-4K'],\n",
       " ['6-8K'],\n",
       " ['5-8K'],\n",
       " ['20-40K'],\n",
       " ['5-10K'],\n",
       " ['12-15K', '13'],\n",
       " ['14-25K', '13'],\n",
       " ['20-40K'],\n",
       " ['10-15K', '14'],\n",
       " ['15-20K', '13'],\n",
       " ['6-9K'],\n",
       " ['7-10K'],\n",
       " ['15-30K', '13'],\n",
       " ['6-7K'],\n",
       " ['15-20K', '13'],\n",
       " ['2-4K'],\n",
       " ['6-8K'],\n",
       " ['5-8K'],\n",
       " ['20-40K'],\n",
       " ['5-10K'],\n",
       " ['12-15K', '13'],\n",
       " ['14-25K', '13'],\n",
       " ['20-40K'],\n",
       " ['10-15K', '14'],\n",
       " ['15-20K', '13'],\n",
       " ['6-9K'],\n",
       " ['7-10K'],\n",
       " ['15-30K', '13'],\n",
       " ['6-7K'],\n",
       " ['15-20K', '13'],\n",
       " ['2-4K'],\n",
       " ['6-8K'],\n",
       " ['5-8K'],\n",
       " ['20-40K'],\n",
       " ['5-10K'],\n",
       " ['12-15K', '13'],\n",
       " ['14-25K', '13'],\n",
       " ['20-40K'],\n",
       " ['10-15K', '14'],\n",
       " ['15-20K', '13'],\n",
       " ['6-9K'],\n",
       " ['7-10K'],\n",
       " ['15-30K', '13'],\n",
       " ['6-7K'],\n",
       " ['15-20K', '13'],\n",
       " ['2-4K'],\n",
       " ['6-8K'],\n",
       " ['5-8K'],\n",
       " ['20-40K'],\n",
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       " ['12-15K', '13'],\n",
       " ['14-25K', '13'],\n",
       " ['20-40K'],\n",
       " ['10-15K', '14'],\n",
       " ['15-20K', '13'],\n",
       " ['6-9K'],\n",
       " ['7-10K'],\n",
       " ['15-30K', '13'],\n",
       " ['6-7K'],\n",
       " ['15-20K', '13'],\n",
       " ['2-4K'],\n",
       " ['6-8K'],\n",
       " ['5-8K'],\n",
       " ['20-40K'],\n",
       " ['5-10K'],\n",
       " ['12-15K', '13'],\n",
       " ['14-25K', '13'],\n",
       " ['20-40K'],\n",
       " ['10-15K', '14'],\n",
       " ['15-20K', '13'],\n",
       " ['6-9K'],\n",
       " ['7-10K'],\n",
       " ['15-30K', '13'],\n",
       " ['6-7K'],\n",
       " ['15-20K', '13'],\n",
       " ['2-4K'],\n",
       " ['6-8K'],\n",
       " ['5-8K'],\n",
       " ['20-40K'],\n",
       " ['5-10K'],\n",
       " ['12-15K', '13'],\n",
       " ['14-25K', '13'],\n",
       " ['20-40K'],\n",
       " ['10-15K', '14'],\n",
       " ['15-20K', '13'],\n",
       " ['6-9K'],\n",
       " ['7-10K'],\n",
       " ['15-30K', '13'],\n",
       " ['6-7K'],\n",
       " ['15-20K', '13'],\n",
       " ['2-4K'],\n",
       " ['6-8K'],\n",
       " ['5-8K'],\n",
       " ['20-40K'],\n",
       " ['5-10K'],\n",
       " ['12-15K', '13'],\n",
       " ['14-25K', '13'],\n",
       " ['20-40K'],\n",
       " ['10-15K', '14'],\n",
       " ['15-20K', '13'],\n",
       " ['6-9K'],\n",
       " ['7-10K'],\n",
       " ['15-30K', '13'],\n",
       " ['6-7K'],\n",
       " ['15-20K', '13'],\n",
       " ['2-4K'],\n",
       " ['6-8K'],\n",
       " ['5-8K'],\n",
       " ['20-40K'],\n",
       " ['5-10K'],\n",
       " ['12-15K', '13'],\n",
       " ['14-25K', '13'],\n",
       " ['20-40K'],\n",
       " ['10-15K', '14'],\n",
       " ['15-20K', '13'],\n",
       " ['6-9K'],\n",
       " ['7-10K'],\n",
       " ['15-30K', '13'],\n",
       " ['6-7K'],\n",
       " ['15-20K', '13'],\n",
       " ['2-4K'],\n",
       " ['6-8K'],\n",
       " ['5-8K'],\n",
       " ['20-40K'],\n",
       " ['5-10K'],\n",
       " ['12-15K', '13'],\n",
       " ['14-25K', '13'],\n",
       " ['20-40K'],\n",
       " ['10-15K', '14'],\n",
       " ['15-20K', '13'],\n",
       " ['6-9K'],\n",
       " ['7-10K'],\n",
       " ['15-30K', '13'],\n",
       " ['6-7K'],\n",
       " ['15-20K', '13'],\n",
       " ['2-4K'],\n",
       " ['6-8K'],\n",
       " ['5-8K'],\n",
       " ['20-40K'],\n",
       " ['5-10K'],\n",
       " ['12-15K', '13'],\n",
       " ['14-25K', '13'],\n",
       " ['20-40K'],\n",
       " ['10-15K', '14'],\n",
       " ['15-20K', '13'],\n",
       " ['6-9K'],\n",
       " ['7-10K'],\n",
       " ['15-30K', '13'],\n",
       " ['6-7K'],\n",
       " ['15-20K', '13'],\n",
       " ['2-4K'],\n",
       " ['6-8K'],\n",
       " ['5-8K'],\n",
       " ['20-40K'],\n",
       " ['5-10K'],\n",
       " ['12-15K', '13'],\n",
       " ['14-25K', '13'],\n",
       " ['20-40K'],\n",
       " ['10-15K', '14'],\n",
       " ['15-20K', '13'],\n",
       " ['6-9K'],\n",
       " ['7-10K'],\n",
       " ['15-30K', '13'],\n",
       " ['6-7K'],\n",
       " ['15-20K', '13'],\n",
       " ['2-4K'],\n",
       " ['6-8K'],\n",
       " ['5-8K'],\n",
       " ['20-40K'],\n",
       " ['5-10K'],\n",
       " ['12-15K', '13'],\n",
       " ['14-25K', '13'],\n",
       " ['20-40K'],\n",
       " ['10-15K', '14'],\n",
       " ['15-20K', '13'],\n",
       " ['6-9K'],\n",
       " ['7-10K'],\n",
       " ['15-30K', '13'],\n",
       " ['6-7K'],\n",
       " ['15-20K', '13'],\n",
       " ['2-4K'],\n",
       " ['6-8K'],\n",
       " ['5-8K'],\n",
       " ['20-40K'],\n",
       " ['5-10K'],\n",
       " ['12-15K', '13'],\n",
       " ['14-25K', '13'],\n",
       " ['20-40K'],\n",
       " ['10-15K', '14'],\n",
       " ['15-20K', '13'],\n",
       " ['6-9K'],\n",
       " ['7-10K'],\n",
       " ['15-30K', '13'],\n",
       " ['6-7K'],\n",
       " ['15-20K', '13'],\n",
       " ['2-4K'],\n",
       " ['6-8K'],\n",
       " ['5-8K'],\n",
       " ['20-40K'],\n",
       " ['5-10K'],\n",
       " ['12-15K', '13'],\n",
       " ['14-25K', '13'],\n",
       " ['20-40K'],\n",
       " ['10-15K', '14'],\n",
       " ['15-20K', '13'],\n",
       " ['6-9K'],\n",
       " ['7-10K'],\n",
       " ['15-30K', '13'],\n",
       " ['6-7K'],\n",
       " ['15-20K', '13'],\n",
       " ['2-4K'],\n",
       " ['6-8K'],\n",
       " ['5-8K'],\n",
       " ['20-40K'],\n",
       " ['5-10K'],\n",
       " ['12-15K', '13'],\n",
       " ['14-25K', '13'],\n",
       " ['20-40K'],\n",
       " ['10-15K', '14'],\n",
       " ['15-20K', '13'],\n",
       " ['6-9K'],\n",
       " ['7-10K'],\n",
       " ['15-30K', '13'],\n",
       " ['6-7K'],\n",
       " ['15-20K', '13'],\n",
       " ['2-4K'],\n",
       " ['6-8K'],\n",
       " ['5-8K'],\n",
       " ['20-40K'],\n",
       " ['5-10K'],\n",
       " ['12-15K', '13'],\n",
       " ['14-25K', '13'],\n",
       " ['20-40K'],\n",
       " ['10-15K', '14'],\n",
       " ['15-20K', '13'],\n",
       " ['6-9K'],\n",
       " ['7-10K'],\n",
       " ['15-30K', '13'],\n",
       " ['6-7K'],\n",
       " ['15-20K', '13'],\n",
       " ['2-4K'],\n",
       " ['6-8K'],\n",
       " ['5-8K'],\n",
       " ['20-40K'],\n",
       " ['5-10K'],\n",
       " ['12-15K', '13'],\n",
       " ['14-25K', '13'],\n",
       " ['20-40K'],\n",
       " ['10-15K', '14'],\n",
       " ['15-20K', '13'],\n",
       " ['6-9K'],\n",
       " ['7-10K'],\n",
       " ['15-30K', '13'],\n",
       " ['6-7K'],\n",
       " ['15-20K', '13'],\n",
       " ['2-4K'],\n",
       " ['6-8K'],\n",
       " ['5-8K'],\n",
       " ['20-40K'],\n",
       " ['5-10K'],\n",
       " ['12-15K', '13'],\n",
       " ['14-25K', '13'],\n",
       " ['20-40K'],\n",
       " ['10-15K', '14'],\n",
       " ['15-20K', '13'],\n",
       " ['6-9K'],\n",
       " ['7-10K'],\n",
       " ['15-30K', '13'],\n",
       " ['6-7K'],\n",
       " ['15-20K', '13'],\n",
       " ['2-4K'],\n",
       " ['6-8K'],\n",
       " ['5-8K'],\n",
       " ['20-40K'],\n",
       " ['5-10K'],\n",
       " ['12-15K', '13'],\n",
       " ['14-25K', '13']]"
      ]
     },
     "execution_count": 133,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "salary_detail = 非兼职['salaryDesc'].apply(lambda x:x.split('薪')[0].split('·')).tolist()\n",
    "salary_detail"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "id": "a0215c63",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "13.541666666666666"
      ]
     },
     "execution_count": 134,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(10+15)/2*13/12"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "id": "2d579322",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
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       " 19.0,\n",
       " 7.5,\n",
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       " 24.4,\n",
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       " 30.0,\n",
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       " 19.0,\n",
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       " 24.4,\n",
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       " 3.0,\n",
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       " 24.4,\n",
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       " 3.0,\n",
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       " 30.0,\n",
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       " 14.6,\n",
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       " 24.4,\n",
       " 6.5,\n",
       " 19.0,\n",
       " 3.0,\n",
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       " 6.5,\n",
       " 30.0,\n",
       " 7.5,\n",
       " 14.6,\n",
       " 21.1,\n",
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       " 14.6,\n",
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       " 8.5,\n",
       " 24.4,\n",
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       " 19.0,\n",
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       " 30.0,\n",
       " 14.6,\n",
       " 19.0,\n",
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       " 24.4,\n",
       " 6.5,\n",
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       " 30.0,\n",
       " 7.5,\n",
       " 14.6,\n",
       " 21.1,\n",
       " 30.0,\n",
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       " 19.0,\n",
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       " 8.5,\n",
       " 24.4,\n",
       " 6.5,\n",
       " 19.0,\n",
       " 3.0,\n",
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       " 6.5,\n",
       " 30.0,\n",
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       " 21.1,\n",
       " 30.0,\n",
       " 14.6,\n",
       " 19.0,\n",
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       " 8.5,\n",
       " 24.4,\n",
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       " 19.0,\n",
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       " 6.5,\n",
       " 30.0,\n",
       " 7.5,\n",
       " 14.6,\n",
       " 21.1,\n",
       " 30.0,\n",
       " 14.6,\n",
       " 19.0,\n",
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       " 8.5,\n",
       " 24.4,\n",
       " 6.5,\n",
       " 19.0,\n",
       " 3.0,\n",
       " 7.0,\n",
       " 6.5,\n",
       " 30.0,\n",
       " 7.5,\n",
       " 14.6,\n",
       " 21.1,\n",
       " 30.0,\n",
       " 14.6,\n",
       " 19.0,\n",
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       " 8.5,\n",
       " 24.4,\n",
       " 6.5,\n",
       " 19.0,\n",
       " 3.0,\n",
       " 7.0,\n",
       " 6.5,\n",
       " 30.0,\n",
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       " 14.6,\n",
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       " 6.5,\n",
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       " 19.0,\n",
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       " 24.4,\n",
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       " 19.0,\n",
       " 3.0,\n",
       " 7.0,\n",
       " 6.5,\n",
       " 30.0,\n",
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       " 21.1,\n",
       " 30.0,\n",
       " 14.6,\n",
       " 19.0,\n",
       " 7.5,\n",
       " 8.5,\n",
       " 24.4,\n",
       " 6.5,\n",
       " 19.0,\n",
       " 3.0,\n",
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       " 6.5,\n",
       " 30.0,\n",
       " 7.5,\n",
       " 14.6,\n",
       " 21.1,\n",
       " 30.0,\n",
       " 14.6,\n",
       " 19.0,\n",
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       " 24.4,\n",
       " 6.5,\n",
       " 19.0,\n",
       " 3.0,\n",
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       " 6.5,\n",
       " 30.0,\n",
       " 7.5,\n",
       " 14.6,\n",
       " 21.1,\n",
       " 30.0,\n",
       " 14.6,\n",
       " 19.0,\n",
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       " 8.5,\n",
       " 24.4,\n",
       " 6.5,\n",
       " 19.0,\n",
       " 3.0,\n",
       " 7.0,\n",
       " 6.5,\n",
       " 30.0,\n",
       " 7.5,\n",
       " 14.6,\n",
       " 21.1,\n",
       " 30.0,\n",
       " 14.6,\n",
       " 19.0,\n",
       " 7.5,\n",
       " 8.5,\n",
       " 24.4,\n",
       " 6.5,\n",
       " 19.0,\n",
       " 3.0,\n",
       " 7.0,\n",
       " 6.5,\n",
       " 30.0,\n",
       " 7.5,\n",
       " 14.6,\n",
       " 21.1,\n",
       " 30.0,\n",
       " 14.6,\n",
       " 19.0,\n",
       " 7.5,\n",
       " 8.5,\n",
       " 24.4,\n",
       " 6.5,\n",
       " 19.0,\n",
       " 3.0,\n",
       " 7.0,\n",
       " 6.5,\n",
       " 30.0,\n",
       " 7.5,\n",
       " 14.6,\n",
       " 21.1,\n",
       " 30.0,\n",
       " 14.6,\n",
       " 19.0,\n",
       " 7.5,\n",
       " 8.5,\n",
       " 24.4,\n",
       " 6.5,\n",
       " 19.0,\n",
       " 3.0,\n",
       " 7.0,\n",
       " 6.5,\n",
       " 30.0,\n",
       " 7.5,\n",
       " 14.6,\n",
       " 21.1,\n",
       " 30.0,\n",
       " 14.6,\n",
       " 19.0,\n",
       " 7.5,\n",
       " 8.5,\n",
       " 24.4,\n",
       " 6.5,\n",
       " 19.0,\n",
       " 3.0,\n",
       " 7.0,\n",
       " 6.5,\n",
       " 30.0,\n",
       " 7.5,\n",
       " 14.6,\n",
       " 21.1,\n",
       " 30.0,\n",
       " 14.6,\n",
       " 19.0,\n",
       " 7.5,\n",
       " 8.5,\n",
       " 24.4,\n",
       " 6.5,\n",
       " 19.0,\n",
       " 3.0,\n",
       " 7.0,\n",
       " 6.5,\n",
       " 30.0,\n",
       " 7.5,\n",
       " 14.6,\n",
       " 21.1,\n",
       " 30.0,\n",
       " 14.6,\n",
       " 19.0,\n",
       " 7.5,\n",
       " 8.5,\n",
       " 24.4,\n",
       " 6.5,\n",
       " 19.0,\n",
       " 3.0,\n",
       " 7.0,\n",
       " 6.5,\n",
       " 30.0,\n",
       " 7.5,\n",
       " 14.6,\n",
       " 21.1]"
      ]
     },
     "execution_count": 135,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "平均薪资 = [(int(i[0][:-1].split('-')[0])+int(i[0][:-1].split('-')[1]))/2 if len(i)==1     # 12薪\n",
    " else round((int(i[0][:-1].split('-')[0])+int(i[0][:-1].split('-')[1]))/2*int(i[1])/12,1)     # 13薪及以上\n",
    " for i in salary_detail]\n",
    "平均薪资"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "id": "77c19b51",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "465"
      ]
     },
     "execution_count": 136,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(平均薪资)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "id": "e7dbcf84",
   "metadata": {},
   "outputs": [],
   "source": [
    "非兼职['平均薪资']=平均薪资"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "id": "4ad4ece0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>jobName</th>\n",
       "      <th>salaryDesc</th>\n",
       "      <th>jobLabels</th>\n",
       "      <th>jobDegree</th>\n",
       "      <th>skills</th>\n",
       "      <th>areaDistrict</th>\n",
       "      <th>brandScaleName</th>\n",
       "      <th>brandName</th>\n",
       "      <th>brandIndustry</th>\n",
       "      <th>平均薪资</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>珠宝主播</td>\n",
       "      <td>20-40K</td>\n",
       "      <td>[1-3年, 学历不限]</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>[电商主播]</td>\n",
       "      <td>罗湖区</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>恒实科技</td>\n",
       "      <td>媒体</td>\n",
       "      <td>30.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>中海通招聘货运代理经理</td>\n",
       "      <td>10-15K·14薪</td>\n",
       "      <td>[3-5年, 本科]</td>\n",
       "      <td>本科</td>\n",
       "      <td>[开发客户, 代理订舱, 海运, 有船东资源, 有销售经验, 有客户资源]</td>\n",
       "      <td>南山区</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>中海通</td>\n",
       "      <td>物流/仓储</td>\n",
       "      <td>14.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>FAE工程师</td>\n",
       "      <td>15-20K·13薪</td>\n",
       "      <td>[3-5年, 本科]</td>\n",
       "      <td>本科</td>\n",
       "      <td>[单片机开发, 半导体, 芯片设计]</td>\n",
       "      <td>宝安区</td>\n",
       "      <td>1000-9999人</td>\n",
       "      <td>重庆平伟实业股份</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>19.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>朴朴超市分拣员/补货</td>\n",
       "      <td>6-9K</td>\n",
       "      <td>[经验不限, 学历不限]</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>[月结工资, 公司免费缴纳商保, 全市就近分配, 计件计提多劳多得, 各项福利优厚]</td>\n",
       "      <td></td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>朴朴</td>\n",
       "      <td>互联网</td>\n",
       "      <td>7.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>采购专员（双休+五险一金）</td>\n",
       "      <td>7-10K</td>\n",
       "      <td>[1-3年, 本科]</td>\n",
       "      <td>本科</td>\n",
       "      <td>[成品/样品, 英语可作为工作语言, 熟悉法律法规知识, 国外采购, 家居用品]</td>\n",
       "      <td>龙华区</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>慕晨科技</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>8.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>web前端</td>\n",
       "      <td>5-8K</td>\n",
       "      <td>[1-3年, 学历不限]</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>[HTML, CSS, CSS3]</td>\n",
       "      <td>福田区</td>\n",
       "      <td>0-20人</td>\n",
       "      <td>丛简科技</td>\n",
       "      <td>互联网</td>\n",
       "      <td>6.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>软件工程师（仿真）</td>\n",
       "      <td>20-40K</td>\n",
       "      <td>[1-3年, 本科]</td>\n",
       "      <td>本科</td>\n",
       "      <td>[C++, CARLA, SUMO, PreScan]</td>\n",
       "      <td>福田区</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>深圳元戎启行科技</td>\n",
       "      <td>智能硬件</td>\n",
       "      <td>30.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>FBAchiever LLC招聘供应链专员</td>\n",
       "      <td>5-10K</td>\n",
       "      <td>[1-3年, 大专]</td>\n",
       "      <td>大专</td>\n",
       "      <td>[英语能力好, 电商行业经验, 进出口物流工作经验]</td>\n",
       "      <td>南山区</td>\n",
       "      <td>20-99人</td>\n",
       "      <td>FBAchiever LLC</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>7.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>连锁酒店BD岗</td>\n",
       "      <td>12-15K·13薪</td>\n",
       "      <td>[1-3年, 大专]</td>\n",
       "      <td>大专</td>\n",
       "      <td>[商户合作, 互联网/科技, O2O/生活服务, 拜访, 电话, 销售经验, O2O/生活服...</td>\n",
       "      <td>龙华区</td>\n",
       "      <td>1000-9999人</td>\n",
       "      <td>飞猪</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>14.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>IVD注册工程师</td>\n",
       "      <td>14-25K·13薪</td>\n",
       "      <td>[3-5年, 本科]</td>\n",
       "      <td>本科</td>\n",
       "      <td>[体外诊断试剂, CE, ISO13485, ISO9001]</td>\n",
       "      <td>光明区</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>艾伟迪</td>\n",
       "      <td>医疗设备/器械</td>\n",
       "      <td>21.1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>465 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                  jobName  salaryDesc     jobLabels jobDegree  \\\n",
       "0                    珠宝主播      20-40K  [1-3年, 学历不限]      学历不限   \n",
       "1             中海通招聘货运代理经理  10-15K·14薪    [3-5年, 本科]        本科   \n",
       "2                  FAE工程师  15-20K·13薪    [3-5年, 本科]        本科   \n",
       "3              朴朴超市分拣员/补货        6-9K  [经验不限, 学历不限]      学历不限   \n",
       "4           采购专员（双休+五险一金）       7-10K    [1-3年, 本科]        本科   \n",
       "..                    ...         ...           ...       ...   \n",
       "10                  web前端        5-8K  [1-3年, 学历不限]      学历不限   \n",
       "11              软件工程师（仿真）      20-40K    [1-3年, 本科]        本科   \n",
       "12  FBAchiever LLC招聘供应链专员       5-10K    [1-3年, 大专]        大专   \n",
       "13                连锁酒店BD岗  12-15K·13薪    [1-3年, 大专]        大专   \n",
       "14               IVD注册工程师  14-25K·13薪    [3-5年, 本科]        本科   \n",
       "\n",
       "                                               skills areaDistrict  \\\n",
       "0                                              [电商主播]          罗湖区   \n",
       "1               [开发客户, 代理订舱, 海运, 有船东资源, 有销售经验, 有客户资源]          南山区   \n",
       "2                                  [单片机开发, 半导体, 芯片设计]          宝安区   \n",
       "3          [月结工资, 公司免费缴纳商保, 全市就近分配, 计件计提多劳多得, 各项福利优厚]                \n",
       "4            [成品/样品, 英语可作为工作语言, 熟悉法律法规知识, 国外采购, 家居用品]          龙华区   \n",
       "..                                                ...          ...   \n",
       "10                                  [HTML, CSS, CSS3]          福田区   \n",
       "11                        [C++, CARLA, SUMO, PreScan]          福田区   \n",
       "12                         [英语能力好, 电商行业经验, 进出口物流工作经验]          南山区   \n",
       "13  [商户合作, 互联网/科技, O2O/生活服务, 拜访, 电话, 销售经验, O2O/生活服...          龙华区   \n",
       "14                    [体外诊断试剂, CE, ISO13485, ISO9001]          光明区   \n",
       "\n",
       "   brandScaleName       brandName brandIndustry  平均薪资  \n",
       "0        100-499人            恒实科技            媒体  30.0  \n",
       "1        100-499人             中海通         物流/仓储  14.6  \n",
       "2      1000-9999人        重庆平伟实业股份   电子/半导体/集成电路  19.0  \n",
       "3        10000人以上              朴朴           互联网   7.5  \n",
       "4        100-499人            慕晨科技          电子商务   8.5  \n",
       "..            ...             ...           ...   ...  \n",
       "10          0-20人            丛简科技           互联网   6.5  \n",
       "11       100-499人        深圳元戎启行科技          智能硬件  30.0  \n",
       "12         20-99人  FBAchiever LLC          电子商务   7.5  \n",
       "13     1000-9999人              飞猪         计算机软件  14.6  \n",
       "14       100-499人             艾伟迪       医疗设备/器械  21.1  \n",
       "\n",
       "[465 rows x 10 columns]"
      ]
     },
     "execution_count": 138,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "非兼职"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d5914cd0",
   "metadata": {},
   "source": [
    "## 分地区看薪资"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "id": "f14ead64",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>平均薪资</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>areaDistrict</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>光明区</th>\n",
       "      <td>21.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>南山区</th>\n",
       "      <td>11.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>宝安区</th>\n",
       "      <td>21.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>福田区</th>\n",
       "      <td>18.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>罗湖区</th>\n",
       "      <td>18.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>龙华区</th>\n",
       "      <td>11.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>龙岗区</th>\n",
       "      <td>3.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               平均薪资\n",
       "areaDistrict       \n",
       "光明区           21.10\n",
       "南山区           11.05\n",
       "宝安区           21.70\n",
       "福田区           18.25\n",
       "罗湖区           18.50\n",
       "龙华区           11.55\n",
       "龙岗区            3.00"
      ]
     },
     "execution_count": 139,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "分地区_平均薪资 = 非兼职.groupby('areaDistrict').agg({'平均薪资':'median'}).query('areaDistrict != \"\"')\n",
    "分地区_平均薪资"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "id": "0b0dfa30",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[21.1, 11.1, 21.7, 18.2, 18.5, 11.6, 3.0]"
      ]
     },
     "execution_count": 140,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "分地区_平均薪资_values =  [round(i[0],1) for i in 分地区_平均薪资.values.tolist()]\n",
    "分地区_平均薪资_values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "id": "9e6f9e8c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['光明区', '南山区', '宝安区', '福田区', '罗湖区', '龙华区', '龙岗区']"
      ]
     },
     "execution_count": 141,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "分地区_平均薪资_index = 分地区_平均薪资.index.tolist()\n",
    "分地区_平均薪资_index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "id": "feecca6b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/v5/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"5770fdd0c15340a7a8c168739a8c4ae7\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts'], function(echarts) {\n",
       "                var chart_5770fdd0c15340a7a8c168739a8c4ae7 = echarts.init(\n",
       "                    document.getElementById('5770fdd0c15340a7a8c168739a8c4ae7'), 'white', {renderer: 'canvas'});\n",
       "                var option_5770fdd0c15340a7a8c168739a8c4ae7 = {\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"aria\": {\n",
       "        \"enabled\": false\n",
       "    },\n",
       "    \"color\": [\n",
       "        \"#5470c6\",\n",
       "        \"#91cc75\",\n",
       "        \"#fac858\",\n",
       "        \"#ee6666\",\n",
       "        \"#73c0de\",\n",
       "        \"#3ba272\",\n",
       "        \"#fc8452\",\n",
       "        \"#9a60b4\",\n",
       "        \"#ea7ccc\"\n",
       "    ],\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"bar\",\n",
       "            \"name\": \"areaDistrict\",\n",
       "            \"legendHoverLink\": true,\n",
       "            \"data\": [\n",
       "                11.1,\n",
       "                21.7,\n",
       "                18.2,\n",
       "                18.5,\n",
       "                11.6,\n",
       "                3.0\n",
       "            ],\n",
       "            \"realtimeSort\": false,\n",
       "            \"showBackground\": false,\n",
       "            \"stackStrategy\": \"samesign\",\n",
       "            \"cursor\": \"pointer\",\n",
       "            \"barMinHeight\": 0,\n",
       "            \"barCategoryGap\": \"20%\",\n",
       "            \"barGap\": \"30%\",\n",
       "            \"large\": false,\n",
       "            \"largeThreshold\": 400,\n",
       "            \"seriesLayoutBy\": \"column\",\n",
       "            \"datasetIndex\": 0,\n",
       "            \"clip\": true,\n",
       "            \"zlevel\": 0,\n",
       "            \"z\": 2,\n",
       "            \"label\": {\n",
       "                \"show\": true,\n",
       "                \"margin\": 8\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"areaDistrict\"\n",
       "            ],\n",
       "            \"selected\": {},\n",
       "            \"show\": true,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14,\n",
       "            \"backgroundColor\": \"transparent\",\n",
       "            \"borderColor\": \"#ccc\",\n",
       "            \"borderWidth\": 1,\n",
       "            \"borderRadius\": 0,\n",
       "            \"pageButtonItemGap\": 5,\n",
       "            \"pageButtonPosition\": \"end\",\n",
       "            \"pageFormatter\": \"{current}/{total}\",\n",
       "            \"pageIconColor\": \"#2f4554\",\n",
       "            \"pageIconInactiveColor\": \"#aaa\",\n",
       "            \"pageIconSize\": 15,\n",
       "            \"animationDurationUpdate\": 800,\n",
       "            \"selector\": false,\n",
       "            \"selectorPosition\": \"auto\",\n",
       "            \"selectorItemGap\": 7,\n",
       "            \"selectorButtonGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"enterable\": false,\n",
       "        \"confine\": false,\n",
       "        \"appendToBody\": false,\n",
       "        \"transitionDuration\": 0.4,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5,\n",
       "        \"order\": \"seriesAsc\"\n",
       "    },\n",
       "    \"xAxis\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"scale\": false,\n",
       "            \"nameLocation\": \"end\",\n",
       "            \"nameGap\": 15,\n",
       "            \"gridIndex\": 0,\n",
       "            \"inverse\": false,\n",
       "            \"offset\": 0,\n",
       "            \"splitNumber\": 5,\n",
       "            \"minInterval\": 0,\n",
       "            \"splitLine\": {\n",
       "                \"show\": true,\n",
       "                \"lineStyle\": {\n",
       "                    \"show\": true,\n",
       "                    \"width\": 1,\n",
       "                    \"opacity\": 1,\n",
       "                    \"curveness\": 0,\n",
       "                    \"type\": \"solid\"\n",
       "                }\n",
       "            },\n",
       "            \"data\": [\n",
       "                \"\\u5357\\u5c71\\u533a\",\n",
       "                \"\\u5b9d\\u5b89\\u533a\",\n",
       "                \"\\u798f\\u7530\\u533a\",\n",
       "                \"\\u7f57\\u6e56\\u533a\",\n",
       "                \"\\u9f99\\u534e\\u533a\",\n",
       "                \"\\u9f99\\u5c97\\u533a\"\n",
       "            ]\n",
       "        }\n",
       "    ],\n",
       "    \"yAxis\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"scale\": false,\n",
       "            \"nameLocation\": \"end\",\n",
       "            \"nameGap\": 15,\n",
       "            \"gridIndex\": 0,\n",
       "            \"inverse\": false,\n",
       "            \"offset\": 0,\n",
       "            \"splitNumber\": 5,\n",
       "            \"minInterval\": 0,\n",
       "            \"splitLine\": {\n",
       "                \"show\": true,\n",
       "                \"lineStyle\": {\n",
       "                    \"show\": true,\n",
       "                    \"width\": 1,\n",
       "                    \"opacity\": 1,\n",
       "                    \"curveness\": 0,\n",
       "                    \"type\": \"solid\"\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"text\": \"\\u5e73\\u5747\\u85aa\\u8d44\",\n",
       "            \"target\": \"blank\",\n",
       "            \"subtarget\": \"blank\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"textAlign\": \"auto\",\n",
       "            \"textVerticalAlign\": \"auto\",\n",
       "            \"triggerEvent\": false\n",
       "        }\n",
       "    ],\n",
       "    \"brush\": {\n",
       "        \"toolbox\": [\n",
       "            \"rect\",\n",
       "            \"polygon\",\n",
       "            \"keep\",\n",
       "            \"clear\"\n",
       "        ],\n",
       "        \"brushType\": \"rect\",\n",
       "        \"brushMode\": \"single\",\n",
       "        \"transformable\": true,\n",
       "        \"brushStyle\": {\n",
       "            \"borderWidth\": 1,\n",
       "            \"color\": \"rgba(120,140,180,0.3)\",\n",
       "            \"borderColor\": \"rgba(120,140,180,0.8)\"\n",
       "        },\n",
       "        \"throttleType\": \"fixRate\",\n",
       "        \"throttleDelay\": 0,\n",
       "        \"removeOnClick\": true,\n",
       "        \"z\": 10000\n",
       "    }\n",
       "};\n",
       "                chart_5770fdd0c15340a7a8c168739a8c4ae7.setOption(option_5770fdd0c15340a7a8c168739a8c4ae7);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x17f65b36d30>"
      ]
     },
     "execution_count": 142,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Bar\n",
    "from pyecharts.faker import Faker\n",
    "\n",
    "\n",
    "c = (\n",
    "    Bar()\n",
    "    .add_xaxis([i for i in 分地区_平均薪资_index[1:]])\n",
    "    .add_yaxis(\"areaDistrict\",分地区_平均薪资_values[1:])\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(title=\"平均薪资\"),\n",
    "        brush_opts=opts.BrushOpts(),\n",
    "    )\n",
    ")\n",
    "c.render_notebook()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "86120864",
   "metadata": {},
   "source": [
    "## 公司规模"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "id": "64bcdeae",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['100-499人', '1000-9999人', '0-20人', '10000人以上', '20-99人']"
      ]
     },
     "execution_count": 143,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_key['brandScaleName'].value_counts().index.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "id": "a6c76e41",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[279, 62, 62, 31, 31]"
      ]
     },
     "execution_count": 144,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_key['brandScaleName'].value_counts().values.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "id": "d1fab0f2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/v5/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"90d4ecdbba7945108885cd9327308665\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts'], function(echarts) {\n",
       "                var chart_90d4ecdbba7945108885cd9327308665 = echarts.init(\n",
       "                    document.getElementById('90d4ecdbba7945108885cd9327308665'), 'white', {renderer: 'canvas'});\n",
       "                var option_90d4ecdbba7945108885cd9327308665 = {\n",
       "    \"backgroundColor\": \"#2c343c\",\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"aria\": {\n",
       "        \"enabled\": false\n",
       "    },\n",
       "    \"color\": [\n",
       "        \"#5470c6\",\n",
       "        \"#91cc75\",\n",
       "        \"#fac858\",\n",
       "        \"#ee6666\",\n",
       "        \"#73c0de\",\n",
       "        \"#3ba272\",\n",
       "        \"#fc8452\",\n",
       "        \"#9a60b4\",\n",
       "        \"#ea7ccc\"\n",
       "    ],\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"pie\",\n",
       "            \"name\": \"\\u8bbf\\u95ee\\u6765\\u6e90\",\n",
       "            \"colorBy\": \"data\",\n",
       "            \"legendHoverLink\": true,\n",
       "            \"selectedMode\": false,\n",
       "            \"selectedOffset\": 10,\n",
       "            \"clockwise\": true,\n",
       "            \"startAngle\": 90,\n",
       "            \"minAngle\": 0,\n",
       "            \"minShowLabelAngle\": 0,\n",
       "            \"avoidLabelOverlap\": true,\n",
       "            \"stillShowZeroSum\": true,\n",
       "            \"percentPrecision\": 2,\n",
       "            \"showEmptyCircle\": true,\n",
       "            \"emptyCircleStyle\": {\n",
       "                \"color\": \"lightgray\",\n",
       "                \"borderColor\": \"#000\",\n",
       "                \"borderWidth\": 0,\n",
       "                \"borderType\": \"solid\",\n",
       "                \"borderDashOffset\": 0,\n",
       "                \"borderCap\": \"butt\",\n",
       "                \"borderJoin\": \"bevel\",\n",
       "                \"borderMiterLimit\": 10,\n",
       "                \"opacity\": 1\n",
       "            },\n",
       "            \"data\": [\n",
       "                {\n",
       "                    \"name\": \"10000\\u4eba\\u4ee5\\u4e0a\",\n",
       "                    \"value\": 31\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"20-99\\u4eba\",\n",
       "                    \"value\": 31\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"1000-9999\\u4eba\",\n",
       "                    \"value\": 62\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"0-20\\u4eba\",\n",
       "                    \"value\": 62\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"100-499\\u4eba\",\n",
       "                    \"value\": 279\n",
       "                }\n",
       "            ],\n",
       "            \"radius\": \"55%\",\n",
       "            \"center\": [\n",
       "                \"50%\",\n",
       "                \"50%\"\n",
       "            ],\n",
       "            \"roseType\": \"radius\",\n",
       "            \"label\": {\n",
       "                \"show\": true,\n",
       "                \"color\": \"rgba(255, 255, 255, 0.3)\",\n",
       "                \"margin\": 8\n",
       "            },\n",
       "            \"labelLine\": {\n",
       "                \"show\": true,\n",
       "                \"showAbove\": false,\n",
       "                \"length\": 15,\n",
       "                \"length2\": 15,\n",
       "                \"smooth\": false,\n",
       "                \"minTurnAngle\": 90,\n",
       "                \"maxSurfaceAngle\": 90\n",
       "            },\n",
       "            \"tooltip\": {\n",
       "                \"show\": true,\n",
       "                \"trigger\": \"item\",\n",
       "                \"triggerOn\": \"mousemove|click\",\n",
       "                \"axisPointer\": {\n",
       "                    \"type\": \"line\"\n",
       "                },\n",
       "                \"showContent\": true,\n",
       "                \"alwaysShowContent\": false,\n",
       "                \"showDelay\": 0,\n",
       "                \"hideDelay\": 100,\n",
       "                \"enterable\": false,\n",
       "                \"confine\": false,\n",
       "                \"appendToBody\": false,\n",
       "                \"transitionDuration\": 0.4,\n",
       "                \"formatter\": \"{a} <br/>{b}: {c} ({d}%)\",\n",
       "                \"textStyle\": {\n",
       "                    \"fontSize\": 14\n",
       "                },\n",
       "                \"borderWidth\": 0,\n",
       "                \"padding\": 5,\n",
       "                \"order\": \"seriesAsc\"\n",
       "            },\n",
       "            \"rippleEffect\": {\n",
       "                \"show\": true,\n",
       "                \"brushType\": \"stroke\",\n",
       "                \"scale\": 2.5,\n",
       "                \"period\": 4\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"10000\\u4eba\\u4ee5\\u4e0a\",\n",
       "                \"20-99\\u4eba\",\n",
       "                \"1000-9999\\u4eba\",\n",
       "                \"0-20\\u4eba\",\n",
       "                \"100-499\\u4eba\"\n",
       "            ],\n",
       "            \"selected\": {},\n",
       "            \"show\": false,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14,\n",
       "            \"backgroundColor\": \"transparent\",\n",
       "            \"borderColor\": \"#ccc\",\n",
       "            \"borderWidth\": 1,\n",
       "            \"borderRadius\": 0,\n",
       "            \"pageButtonItemGap\": 5,\n",
       "            \"pageButtonPosition\": \"end\",\n",
       "            \"pageFormatter\": \"{current}/{total}\",\n",
       "            \"pageIconColor\": \"#2f4554\",\n",
       "            \"pageIconInactiveColor\": \"#aaa\",\n",
       "            \"pageIconSize\": 15,\n",
       "            \"animationDurationUpdate\": 800,\n",
       "            \"selector\": false,\n",
       "            \"selectorPosition\": \"auto\",\n",
       "            \"selectorItemGap\": 7,\n",
       "            \"selectorButtonGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"enterable\": false,\n",
       "        \"confine\": false,\n",
       "        \"appendToBody\": false,\n",
       "        \"transitionDuration\": 0.4,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5,\n",
       "        \"order\": \"seriesAsc\"\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"text\": \"\\u516c\\u53f8\\u89c4\\u6a21\",\n",
       "            \"target\": \"blank\",\n",
       "            \"subtarget\": \"blank\",\n",
       "            \"left\": \"center\",\n",
       "            \"top\": \"20\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"textAlign\": \"auto\",\n",
       "            \"textVerticalAlign\": \"auto\",\n",
       "            \"triggerEvent\": false,\n",
       "            \"textStyle\": {\n",
       "                \"color\": \"#fff\"\n",
       "            }\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "                chart_90d4ecdbba7945108885cd9327308665.setOption(option_90d4ecdbba7945108885cd9327308665);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x17f65bb24f0>"
      ]
     },
     "execution_count": 145,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pyecharts.options as opts\n",
    "from pyecharts.charts import Pie\n",
    "\n",
    "\n",
    "\n",
    "x_data = df_key['brandScaleName'].value_counts().index.tolist()\n",
    "y_data = df_key['brandScaleName'].value_counts().values.tolist()\n",
    "data_pair = [list(z) for z in zip(x_data, y_data)]\n",
    "data_pair.sort(key=lambda x: x[1])\n",
    "\n",
    "c=(\n",
    "    Pie(init_opts=opts.InitOpts(bg_color=\"#2c343c\"))\n",
    "    .add(\n",
    "        series_name=\"访问来源\",\n",
    "        data_pair=data_pair,\n",
    "        rosetype=\"radius\",\n",
    "        radius=\"55%\",\n",
    "        center=[\"50%\", \"50%\"],\n",
    "        label_opts=opts.LabelOpts(is_show=False, position=\"center\"),\n",
    "    )\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(\n",
    "            title=\"公司规模\",\n",
    "            pos_left=\"center\",\n",
    "            pos_top=\"20\",\n",
    "            title_textstyle_opts=opts.TextStyleOpts(color=\"#fff\"),\n",
    "        ),\n",
    "        legend_opts=opts.LegendOpts(is_show=False),\n",
    "    )\n",
    "    .set_series_opts(\n",
    "        tooltip_opts=opts.TooltipOpts(\n",
    "            trigger=\"item\", formatter=\"{a} <br/>{b}: {c} ({d}%)\"\n",
    "        ),\n",
    "        label_opts=opts.LabelOpts(color=\"rgba(255, 255, 255, 0.3)\"),\n",
    "    )\n",
    "#     .render(\"customized_pie.html\")\n",
    ")\n",
    "c.render_notebook()"
   ]
  }
 ],
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